In [ ]:
import requests
from zipfile import ZipFile
from io import BytesIO
import pandas as pd
import numpy as np
from google.colab import files

Need to upload the Zip Code or Contaminant (or UCMR3_5_Combo_with_ZIPCODES) csv file you want to use everytime this is run.

In [ ]:
files.upload()
Upload widget is only available when the cell has been executed in the current browser session. Please rerun this cell to enable.
Saving small_UCMR_3_5_Combo_with_ZIPCODES.csv to small_UCMR_3_5_Combo_with_ZIPCODES (1).csv
Out[ ]:
{'small_UCMR_3_5_Combo_with_ZIPCODES (1).csv': b'CollectionDate,Contaminant,AnalyticalResultValue,ZIPCODE,Latitude,Longitude\n1426550400.0,"1,4-dioxane",0.0,6339,41.44408,-71.99851\n1426550400.0,chlorate,160.0,6339,41.44408,-71.99851\n1426550400.0,chromium,0.0,6339,41.44408,-71.99851\n1426550400.0,strontium,72.0,6339,41.44408,-71.99851\n1426550400.0,cobalt,0.0,6339,41.44408,-71.99851\n1426550400.0,molybdenum,0.0,6339,41.44408,-71.99851\n1426550400.0,vanadium,0.0,6339,41.44408,-71.99851\n1426550400.0,bromomethane,0.0,6339,41.44408,-71.99851\n1426550400.0,HCFC-22,0.0,6339,41.44408,-71.99851\n1426550400.0,chromium-6,0.0,6339,41.44408,-71.99851\n1426550400.0,PFOA,0.0,6339,41.44408,-71.99851\n1426550400.0,PFBS,0.0,6339,41.44408,-71.99851\n1426550400.0,PFHpA,0.0,6339,41.44408,-71.99851\n1426550400.0,PFHxS,0.0,6339,41.44408,-71.99851\n1426550400.0,PFNA,0.0,6339,41.44408,-71.99851\n1426550400.0,PFOS,0.0,6339,41.44408,-71.99851\n1426550400.0,Halon 1011,0.0,6339,41.44408,-71.99851\n1426550400.0,"1,2,3-trichloropropane",0.0,6339,41.44408,-71.99851\n1426550400.0,"1,3-butadiene",0.0,6339,41.44408,-71.99851\n1426550400.0,chloromethane,0.0,6339,41.44408,-71.99851\n1426550400.0,"1,1-dichloroethane",0.0,6339,41.44408,-71.99851\n1434585600.0,PFHxS,0.0,6339,41.44408,-71.99851\n1434585600.0,"1,3-butadiene",0.0,6339,41.44408,-71.99851\n1434585600.0,"1,2,3-trichloropropane",0.0,6339,41.44408,-71.99851\n1434585600.0,cobalt,0.0,6339,41.44408,-71.99851\n1434585600.0,chromium,0.0,6339,41.44408,-71.99851\n1434585600.0,chromium-6,0.0,6339,41.44408,-71.99851\n1434585600.0,chlorate,340.0,6339,41.44408,-71.99851\n1434585600.0,PFOA,0.0,6339,41.44408,-71.99851\n1434585600.0,vanadium,0.0,6339,41.44408,-71.99851\n1434585600.0,PFHpA,0.0,6339,41.44408,-71.99851\n1434585600.0,PFBS,0.0,6339,41.44408,-71.99851\n1434585600.0,"1,4-dioxane",0.0,6339,41.44408,-71.99851\n1434585600.0,chloromethane,0.0,6339,41.44408,-71.99851\n1434585600.0,molybdenum,0.0,6339,41.44408,-71.99851\n1434585600.0,PFNA,0.0,6339,41.44408,-71.99851\n1434585600.0,Halon 1011,0.0,6339,41.44408,-71.99851\n1434585600.0,"1,1-dichloroethane",0.0,6339,41.44408,-71.99851\n1434585600.0,strontium,66.0,6339,41.44408,-71.99851\n1434585600.0,PFOS,0.0,6339,41.44408,-71.99851\n1434585600.0,HCFC-22,0.0,6339,41.44408,-71.99851\n1434585600.0,bromomethane,0.0,6339,41.44408,-71.99851\n1444003200.0,vanadium,0.0,6339,41.44408,-71.99851\n1444003200.0,PFOS,0.0,6339,41.44408,-71.99851\n1444003200.0,"1,3-butadiene",0.0,6339,41.44408,-71.99851\n1444003200.0,"1,4-dioxane",0.0,6339,41.44408,-71.99851\n1444003200.0,Halon 1011,0.0,6339,41.44408,-71.99851\n1444003200.0,"1,2,3-trichloropropane",0.0,6339,41.44408,-71.99851\n1444003200.0,chloromethane,0.0,6339,41.44408,-71.99851\n1444003200.0,molybdenum,0.0,6339,41.44408,-71.99851\n1444003200.0,strontium,62.0,6339,41.44408,-71.99851\n1444003200.0,chromium,0.0,6339,41.44408,-71.99851\n1444003200.0,bromomethane,0.0,6339,41.44408,-71.99851\n1444003200.0,PFBS,0.0,6339,41.44408,-71.99851\n1444003200.0,chromium-6,0.04,6339,41.44408,-71.99851\n1444003200.0,HCFC-22,0.0,6339,41.44408,-71.99851\n1444003200.0,cobalt,0.0,6339,41.44408,-71.99851\n1444003200.0,"1,1-dichloroethane",0.0,6339,41.44408,-71.99851\n1444003200.0,PFOA,0.0,6339,41.44408,-71.99851\n1444003200.0,PFNA,0.0,6339,41.44408,-71.99851\n1444003200.0,PFHxS,0.0,6339,41.44408,-71.99851\n1444003200.0,PFHpA,0.0,6339,41.44408,-71.99851\n1444003200.0,chlorate,470.0,6339,41.44408,-71.99851\n1450137600.0,chloromethane,0.0,6339,41.44408,-71.99851\n1450137600.0,strontium,66.0,6339,41.44408,-71.99851\n1450137600.0,PFBS,0.0,6339,41.44408,-71.99851\n1450137600.0,vanadium,0.0,6339,41.44408,-71.99851\n1450137600.0,cobalt,0.0,6339,41.44408,-71.99851\n1450137600.0,chromium,0.0,6339,41.44408,-71.99851\n1450137600.0,chromium-6,0.0,6339,41.44408,-71.99851\n1450137600.0,chlorate,370.0,6339,41.44408,-71.99851\n1450137600.0,PFOA,0.0,6339,41.44408,-71.99851\n1450137600.0,PFNA,0.0,6339,41.44408,-71.99851\n1450137600.0,PFHxS,0.0,6339,41.44408,-71.99851\n1450137600.0,PFHpA,0.0,6339,41.44408,-71.99851\n1450137600.0,PFOS,0.0,6339,41.44408,-71.99851\n1450137600.0,"1,4-dioxane",0.0,6339,41.44408,-71.99851\n1450137600.0,HCFC-22,0.0,6339,41.44408,-71.99851\n1450137600.0,molybdenum,0.0,6339,41.44408,-71.99851\n1450137600.0,"1,3-butadiene",0.0,6339,41.44408,-71.99851\n1450137600.0,Halon 1011,0.0,6339,41.44408,-71.99851\n1450137600.0,"1,2,3-trichloropropane",0.0,6339,41.44408,-71.99851\n1450137600.0,"1,1-dichloroethane",0.0,6339,41.44408,-71.99851\n1450137600.0,bromomethane,0.0,6339,41.44408,-71.99851\n1426550400.0,molybdenum,0.0,6339,41.44408,-71.99851\n1426550400.0,chlorate,30.0,6339,41.44408,-71.99851\n1426550400.0,vanadium,0.2,6339,41.44408,-71.99851\n1426550400.0,chromium,0.2,6339,41.44408,-71.99851\n1426550400.0,cobalt,1.4,6339,41.44408,-71.99851\n1426550400.0,chromium-6,0.17,6339,41.44408,-71.99851\n1426550400.0,strontium,250.0,6339,41.44408,-71.99851\n1434585600.0,cobalt,1.5,6339,41.44408,-71.99851\n1434585600.0,molybdenum,0.0,6339,41.44408,-71.99851\n1434585600.0,chromium-6,0.14,6339,41.44408,-71.99851\n1434585600.0,vanadium,0.2,6339,41.44408,-71.99851\n1434585600.0,chromium,0.0,6339,41.44408,-71.99851\n1434585600.0,chlorate,110.0,6339,41.44408,-71.99851\n1434585600.0,strontium,270.0,6339,41.44408,-71.99851\n1444003200.0,chlorate,170.0,6339,41.44408,-71.99851\n1444003200.0,vanadium,0.2,6339,41.44408,-71.99851\n1444003200.0,chromium-6,0.06,6339,41.44408,-71.99851\n1444003200.0,chromium,0.0,6339,41.44408,-71.99851\n1444003200.0,molybdenum,0.0,6339,41.44408,-71.99851\n1444003200.0,strontium,260.0,6339,41.44408,-71.99851\n1444003200.0,cobalt,1.3,6339,41.44408,-71.99851\n1450137600.0,molybdenum,0.0,6339,41.44408,-71.99851\n1450137600.0,strontium,270.0,6339,41.44408,-71.99851\n1450137600.0,cobalt,1.4,6339,41.44408,-71.99851\n1450137600.0,chlorate,74.0,6339,41.44408,-71.99851\n1450137600.0,chromium-6,0.17,6339,41.44408,-71.99851\n1450137600.0,vanadium,0.2,6339,41.44408,-71.99851\n1450137600.0,chromium,0.2,6339,41.44408,-71.99851\n1415750400.0,chloromethane,0.0,48858,43.61483,-84.79576\n1415750400.0,molybdenum,2.0,48858,43.61483,-84.79576\n1415750400.0,bromomethane,0.0,48858,43.61483,-84.79576\n1415750400.0,PFNA,0.0,48858,43.61483,-84.79576\n1415750400.0,PFOS,0.0,48858,43.61483,-84.79576\n1415750400.0,PFOA,0.0,48858,43.61483,-84.79576\n1415750400.0,chromium-6,0.43,48858,43.61483,-84.79576\n1415750400.0,PFHpA,0.0,48858,43.61483,-84.79576\n1415750400.0,cobalt,0.0,48858,43.61483,-84.79576\n1415750400.0,chromium,0.5,48858,43.61483,-84.79576\n1415750400.0,vanadium,0.2,48858,43.61483,-84.79576\n1415750400.0,"1,2,3-trichloropropane",0.0,48858,43.61483,-84.79576\n1415750400.0,chlorate,200.0,48858,43.61483,-84.79576\n1415750400.0,"1,1-dichloroethane",0.0,48858,43.61483,-84.79576\n1415750400.0,PFHxS,0.0,48858,43.61483,-84.79576\n1415750400.0,strontium,290.0,48858,43.61483,-84.79576\n1415750400.0,Halon 1011,0.0,48858,43.61483,-84.79576\n1415750400.0,HCFC-22,0.0,48858,43.61483,-84.79576\n1415750400.0,"1,4-dioxane",0.0,48858,43.61483,-84.79576\n1415750400.0,PFBS,0.0,48858,43.61483,-84.79576\n1415750400.0,"1,3-butadiene",0.0,48858,43.61483,-84.79576\n1431475200.0,strontium,230.0,48858,43.61483,-84.79576\n1431475200.0,PFBS,0.0,48858,43.61483,-84.79576\n1431475200.0,PFNA,0.0,48858,43.61483,-84.79576\n1431475200.0,chromium,0.5,48858,43.61483,-84.79576\n1431475200.0,"1,3-butadiene",0.0,48858,43.61483,-84.79576\n1431475200.0,HCFC-22,0.0,48858,43.61483,-84.79576\n1431475200.0,PFOS,0.0,48858,43.61483,-84.79576\n1431475200.0,Halon 1011,0.0,48858,43.61483,-84.79576\n1431475200.0,chloromethane,0.0,48858,43.61483,-84.79576\n1431475200.0,cobalt,0.0,48858,43.61483,-84.79576\n1431475200.0,vanadium,0.2,48858,43.61483,-84.79576\n1431475200.0,"1,2,3-trichloropropane",0.0,48858,43.61483,-84.79576\n1431475200.0,bromomethane,0.0,48858,43.61483,-84.79576\n1431475200.0,"1,1-dichloroethane",0.0,48858,43.61483,-84.79576\n1431475200.0,"1,4-dioxane",0.0,48858,43.61483,-84.79576\n1431475200.0,molybdenum,2.2,48858,43.61483,-84.79576\n1431475200.0,PFHxS,0.0,48858,43.61483,-84.79576\n1431475200.0,PFOA,0.0,48858,43.61483,-84.79576\n1431475200.0,chromium-6,0.45,48858,43.61483,-84.79576\n1431475200.0,PFHpA,0.0,48858,43.61483,-84.79576\n1431475200.0,chlorate,260.0,48858,43.61483,-84.79576\n1415750400.0,chromium,1.0,48858,43.61483,-84.79576\n1415750400.0,strontium,640.0,48858,43.61483,-84.79576\n1415750400.0,molybdenum,2.7,48858,43.61483,-84.79576\n1415750400.0,vanadium,0.0,48858,43.61483,-84.79576\n1415750400.0,chromium-6,0.31,48858,43.61483,-84.79576\n1415750400.0,chlorate,410.0,48858,43.61483,-84.79576\n1415750400.0,cobalt,0.0,48858,43.61483,-84.79576\n1431475200.0,chromium-6,0.37,48858,43.61483,-84.79576\n1436313600.0,molybdenum,2.1,48858,43.61483,-84.79576\n1436313600.0,cobalt,0.0,48858,43.61483,-84.79576\n1436313600.0,chromium,0.5,48858,43.61483,-84.79576\n1436313600.0,strontium,260.0,48858,43.61483,-84.79576\n1431475200.0,chlorate,230.0,48858,43.61483,-84.79576\n1436313600.0,vanadium,0.2,48858,43.61483,-84.79576\n1426032000.0,PFHxS,0.0,35005,33.59215,-86.99833\n1426032000.0,tellurium,0.0,35005,33.59215,-86.99833\n1426032000.0,chromium,0.0,35005,33.59215,-86.99833\n1426032000.0,cobalt,0.0,35005,33.59215,-86.99833\n1426032000.0,chloromethane,0.0,35005,33.59215,-86.99833\n1426032000.0,molybdenum,0.0,35005,33.59215,-86.99833\n1426032000.0,vanadium,0.0,35005,33.59215,-86.99833\n1426032000.0,Halon 1011,0.0,35005,33.59215,-86.99833\n1426032000.0,n-propylbenzene,0.0,35005,33.59215,-86.99833\n1426032000.0,chromium-6,0.0565,35005,33.59215,-86.99833\n1426032000.0,germanium,0.0,35005,33.59215,-86.99833\n1426032000.0,PFHpA,0.0,35005,33.59215,-86.99833\n1426032000.0,"1,1-dichloroethane",0.0,35005,33.59215,-86.99833\n1426032000.0,"1,4-dioxane",0.163,35005,33.59215,-86.99833\n1426032000.0,sec-butylbenzene,0.0,35005,33.59215,-86.99833\n1426032000.0,PFBS,0.0,35005,33.59215,-86.99833\n1426032000.0,strontium,34.7,35005,33.59215,-86.99833\n1426032000.0,chlorate,80.5,35005,33.59215,-86.99833\n1426032000.0,"1,3-butadiene",0.0,35005,33.59215,-86.99833\n1426032000.0,manganese,0.0,35005,33.59215,-86.99833\n1426032000.0,PFOA,0.0,35005,33.59215,-86.99833\n1426032000.0,HCFC-22,0.0,35005,33.59215,-86.99833\n1426032000.0,PFNA,0.0,35005,33.59215,-86.99833\n1426032000.0,bromomethane,0.0,35005,33.59215,-86.99833\n1426032000.0,"1,2,3-trichloropropane",0.0,35005,33.59215,-86.99833\n1426032000.0,PFOS,0.0,35005,33.59215,-86.99833\n1434585600.0,PFHxS,0.0,35005,33.59215,-86.99833\n1434585600.0,tellurium,0.0,35005,33.59215,-86.99833\n1434585600.0,chromium,0.0,35005,33.59215,-86.99833\n1434585600.0,cobalt,0.0,35005,33.59215,-86.99833\n1434585600.0,chloromethane,0.0,35005,33.59215,-86.99833\n1434585600.0,molybdenum,2.7,35005,33.59215,-86.99833\n1434585600.0,Halon 1011,0.0,35005,33.59215,-86.99833\n1434585600.0,n-propylbenzene,0.0,35005,33.59215,-86.99833\n1434585600.0,chromium-6,0.1,35005,33.59215,-86.99833\n1434585600.0,germanium,0.0,35005,33.59215,-86.99833\n1434585600.0,chlorate,0.0,35005,33.59215,-86.99833\n1434585600.0,PFHpA,0.0,35005,33.59215,-86.99833\n1434585600.0,"1,1-dichloroethane",0.0,35005,33.59215,-86.99833\n1434585600.0,"1,4-dioxane",0.09,35005,33.59215,-86.99833\n1434585600.0,sec-butylbenzene,0.0,35005,33.59215,-86.99833\n1434585600.0,PFBS,0.0,35005,33.59215,-86.99833\n1434585600.0,vanadium,0.68,35005,33.59215,-86.99833\n1434585600.0,strontium,61.0,35005,33.59215,-86.99833\n1434585600.0,"1,3-butadiene",0.0,35005,33.59215,-86.99833\n1434585600.0,manganese,0.0,35005,33.59215,-86.99833\n1434585600.0,PFOA,0.0,35005,33.59215,-86.99833\n1434585600.0,"1,2,3-trichloropropane",0.0,35005,33.59215,-86.99833\n1434585600.0,HCFC-22,0.0,35005,33.59215,-86.99833\n1434585600.0,PFNA,0.0,35005,33.59215,-86.99833\n1434585600.0,bromomethane,0.0,35005,33.59215,-86.99833\n1434585600.0,PFOS,0.0,35005,33.59215,-86.99833\n1441843200.0,PFHxS,0.0,35005,33.59215,-86.99833\n1441843200.0,tellurium,0.0,35005,33.59215,-86.99833\n1441843200.0,chromium,0.0,35005,33.59215,-86.99833\n1441843200.0,cobalt,0.0,35005,33.59215,-86.99833\n1441843200.0,chloromethane,0.0,35005,33.59215,-86.99833\n1441843200.0,molybdenum,0.0,35005,33.59215,-86.99833\n1441843200.0,Halon 1011,0.0,35005,33.59215,-86.99833\n1441843200.0,n-propylbenzene,0.0,35005,33.59215,-86.99833\n1441843200.0,chromium-6,0.09,35005,33.59215,-86.99833\n1441843200.0,germanium,0.0,35005,33.59215,-86.99833\n1441843200.0,chlorate,0.0,35005,33.59215,-86.99833\n1441843200.0,PFHpA,0.0,35005,33.59215,-86.99833\n1441843200.0,"1,1-dichloroethane",0.0,35005,33.59215,-86.99833\n1441843200.0,"1,4-dioxane",0.0,35005,33.59215,-86.99833\n1441843200.0,sec-butylbenzene,0.0,35005,33.59215,-86.99833\n1441843200.0,vanadium,0.5,35005,33.59215,-86.99833\n1441843200.0,strontium,43.0,35005,33.59215,-86.99833\n1441843200.0,PFBS,0.0,35005,33.59215,-86.99833\n1441843200.0,"1,3-butadiene",0.0,35005,33.59215,-86.99833\n1441843200.0,PFOS,0.0,35005,33.59215,-86.99833\n1441843200.0,PFOA,0.0,35005,33.59215,-86.99833\n1441843200.0,"1,2,3-trichloropropane",0.0,35005,33.59215,-86.99833\n1441843200.0,HCFC-22,0.0,35005,33.59215,-86.99833\n1441843200.0,PFNA,0.0,35005,33.59215,-86.99833\n1441843200.0,bromomethane,0.0,35005,33.59215,-86.99833\n1441843200.0,manganese,1.1,35005,33.59215,-86.99833\n1449619200.0,PFHxS,0.0,35005,33.59215,-86.99833\n1449619200.0,tellurium,0.0,35005,33.59215,-86.99833\n1449619200.0,chromium,0.0,35005,33.59215,-86.99833\n1449619200.0,cobalt,0.0,35005,33.59215,-86.99833\n1449619200.0,"1,4-dioxane",0.18635,35005,33.59215,-86.99833\n1449619200.0,chloromethane,0.0,35005,33.59215,-86.99833\n1449619200.0,molybdenum,0.0,35005,33.59215,-86.99833\n1449619200.0,Halon 1011,0.0,35005,33.59215,-86.99833\n1449619200.0,n-propylbenzene,0.0,35005,33.59215,-86.99833\n1449619200.0,chromium-6,0.059,35005,33.59215,-86.99833\n1449619200.0,germanium,0.0,35005,33.59215,-86.99833\n1449619200.0,PFHpA,0.0,35005,33.59215,-86.99833\n1449619200.0,"1,1-dichloroethane",0.0,35005,33.59215,-86.99833\n1449619200.0,sec-butylbenzene,0.0,35005,33.59215,-86.99833\n1449619200.0,strontium,49.362,35005,33.59215,-86.99833\n1449619200.0,vanadium,0.217,35005,33.59215,-86.99833\n1449619200.0,PFBS,0.0,35005,33.59215,-86.99833\n1449619200.0,chlorate,59.187,35005,33.59215,-86.99833\n1449619200.0,"1,3-butadiene",0.0,35005,33.59215,-86.99833\n1449619200.0,PFOS,0.0,35005,33.59215,-86.99833\n1449619200.0,PFOA,0.0,35005,33.59215,-86.99833\n1449619200.0,"1,2,3-trichloropropane",0.0,35005,33.59215,-86.99833\n1449619200.0,HCFC-22,0.0,35005,33.59215,-86.99833\n1449619200.0,PFNA,0.0,35005,33.59215,-86.99833\n1449619200.0,bromomethane,0.0,35005,33.59215,-86.99833\n1449619200.0,manganese,1.08,35005,33.59215,-86.99833\n1426032000.0,chromium,0.0,35005,33.59215,-86.99833\n1426032000.0,tellurium,0.0,35005,33.59215,-86.99833\n1426032000.0,molybdenum,0.0,35005,33.59215,-86.99833\n1426032000.0,cobalt,0.0,35005,33.59215,-86.99833\n1426032000.0,chromium-6,0.0654,35005,33.59215,-86.99833\n1426032000.0,strontium,40.7,35005,33.59215,-86.99833\n1426032000.0,vanadium,0.0,35005,33.59215,-86.99833\n1426032000.0,chlorate,70.0,35005,33.59215,-86.99833\n1426032000.0,germanium,0.0,35005,33.59215,-86.99833\n1426032000.0,manganese,0.0,35005,33.59215,-86.99833\n1434585600.0,chromium,0.0,35005,33.59215,-86.99833\n1434585600.0,tellurium,0.0,35005,33.59215,-86.99833\n1434585600.0,cobalt,0.0,35005,33.59215,-86.99833\n1434585600.0,molybdenum,2.63,35005,33.59215,-86.99833\n1434585600.0,chromium-6,0.0838,35005,33.59215,-86.99833\n1434585600.0,vanadium,0.664,35005,33.59215,-86.99833\n1434585600.0,strontium,59.9,35005,33.59215,-86.99833\n1434585600.0,chlorate,0.0,35005,33.59215,-86.99833\n1434585600.0,germanium,0.0,35005,33.59215,-86.99833\n1434585600.0,manganese,0.0,35005,33.59215,-86.99833\n1441843200.0,tellurium,0.0,35005,33.59215,-86.99833\n1441843200.0,molybdenum,0.0,35005,33.59215,-86.99833\n1441843200.0,cobalt,0.0,35005,33.59215,-86.99833\n1441843200.0,chromium-6,0.1,35005,33.59215,-86.99833\n1441843200.0,vanadium,0.5,35005,33.59215,-86.99833\n1441843200.0,strontium,51.0,35005,33.59215,-86.99833\n1441843200.0,chlorate,78.0,35005,33.59215,-86.99833\n1441843200.0,germanium,0.0,35005,33.59215,-86.99833\n1441843200.0,chromium,0.0,35005,33.59215,-86.99833\n1441843200.0,manganese,1.1,35005,33.59215,-86.99833\n1449619200.0,tellurium,0.0,35005,33.59215,-86.99833\n1449619200.0,molybdenum,0.0,35005,33.59215,-86.99833\n1449619200.0,cobalt,0.0,35005,33.59215,-86.99833\n1449619200.0,chromium-6,0.055,35005,33.59215,-86.99833\n1449619200.0,strontium,46.111,35005,33.59215,-86.99833\n1449619200.0,vanadium,0.221,35005,33.59215,-86.99833\n1449619200.0,chlorate,72.724,35005,33.59215,-86.99833\n1449619200.0,germanium,0.0,35005,33.59215,-86.99833\n1449619200.0,chromium,0.0,35005,33.59215,-86.99833\n1449619200.0,manganese,0.0,35005,33.59215,-86.99833\n1376956800.0,vanadium,0.0,48858,43.61483,-84.79576\n1376956800.0,chlorate,770.0,48858,43.61483,-84.79576\n1376956800.0,chromium,0.4,48858,43.61483,-84.79576\n1376956800.0,strontium,410.0,48858,43.61483,-84.79576\n1376956800.0,cobalt,0.0,48858,43.61483,-84.79576\n1376956800.0,molybdenum,1.4,48858,43.61483,-84.79576\n1376956800.0,chromium-6,0.38,48858,43.61483,-84.79576\n1384819200.0,chromium,0.4,48858,43.61483,-84.79576\n1384819200.0,chlorate,440.0,48858,43.61483,-84.79576\n1384819200.0,chromium-6,0.38,48858,43.61483,-84.79576\n1384819200.0,cobalt,0.0,48858,43.61483,-84.79576\n1384819200.0,vanadium,0.0,48858,43.61483,-84.79576\n1384819200.0,molybdenum,1.3,48858,43.61483,-84.79576\n1384819200.0,strontium,200.0,48858,43.61483,-84.79576\n1393200000.0,chromium,0.4,48858,43.61483,-84.79576\n1393200000.0,cobalt,0.0,48858,43.61483,-84.79576\n1393200000.0,strontium,250.0,48858,43.61483,-84.79576\n1393200000.0,molybdenum,1.4,48858,43.61483,-84.79576\n1393200000.0,vanadium,0.0,48858,43.61483,-84.79576\n1393200000.0,chromium-6,0.42,48858,43.61483,-84.79576\n1393200000.0,chlorate,300.0,48858,43.61483,-84.79576\n1401753600.0,chromium-6,0.37,48858,43.61483,-84.79576\n1401753600.0,chlorate,250.0,48858,43.61483,-84.79576\n1401753600.0,cobalt,0.0,48858,43.61483,-84.79576\n1401753600.0,vanadium,0.3,48858,43.61483,-84.79576\n1401753600.0,strontium,400.0,48858,43.61483,-84.79576\n1401753600.0,chromium,0.4,48858,43.61483,-84.79576\n1401753600.0,molybdenum,1.3,48858,43.61483,-84.79576\n1376956800.0,strontium,470.0,48858,43.61483,-84.79576\n1376956800.0,PFOS,0.0,48858,43.61483,-84.79576\n1376956800.0,cobalt,0.0,48858,43.61483,-84.79576\n1376956800.0,PFNA,0.0,48858,43.61483,-84.79576\n1376956800.0,"1,1-dichloroethane",0.0,48858,43.61483,-84.79576\n1376956800.0,"1,3-butadiene",0.0,48858,43.61483,-84.79576\n1376956800.0,"1,2,3-trichloropropane",0.0,48858,43.61483,-84.79576\n1376956800.0,bromomethane,0.0,48858,43.61483,-84.79576\n1376956800.0,chloromethane,0.0,48858,43.61483,-84.79576\n1376956800.0,chromium,0.3,48858,43.61483,-84.79576\n1376956800.0,PFOA,0.0,48858,43.61483,-84.79576\n1376956800.0,HCFC-22,0.0,48858,43.61483,-84.79576\n1376956800.0,"1,4-dioxane",0.0,48858,43.61483,-84.79576\n1376956800.0,PFHxS,0.0,48858,43.61483,-84.79576\n1376956800.0,PFHpA,0.0,48858,43.61483,-84.79576\n1376956800.0,PFBS,0.0,48858,43.61483,-84.79576\n1376956800.0,vanadium,0.0,48858,43.61483,-84.79576\n1376956800.0,molybdenum,1.5,48858,43.61483,-84.79576\n1376956800.0,Halon 1011,0.0,48858,43.61483,-84.79576\n1376956800.0,chromium-6,0.31,48858,43.61483,-84.79576\n1376956800.0,chlorate,680.0,48858,43.61483,-84.79576\n1384819200.0,PFHxS,0.0,48858,43.61483,-84.79576\n1384819200.0,PFHpA,0.0,48858,43.61483,-84.79576\n1384819200.0,PFBS,0.0,48858,43.61483,-84.79576\n1384819200.0,vanadium,0.2,48858,43.61483,-84.79576\n1384819200.0,molybdenum,1.4,48858,43.61483,-84.79576\n1384819200.0,cobalt,0.0,48858,43.61483,-84.79576\n1384819200.0,chromium,0.4,48858,43.61483,-84.79576\n1384819200.0,"1,3-butadiene",0.0,48858,43.61483,-84.79576\n1384819200.0,"1,4-dioxane",0.0,48858,43.61483,-84.79576\n1384819200.0,bromomethane,0.0,48858,43.61483,-84.79576\n1384819200.0,PFNA,0.0,48858,43.61483,-84.79576\n1384819200.0,PFOA,0.0,48858,43.61483,-84.79576\n1384819200.0,chlorate,350.0,48858,43.61483,-84.79576\n1384819200.0,strontium,170.0,48858,43.61483,-84.79576\n1384819200.0,"1,2,3-trichloropropane",0.0,48858,43.61483,-84.79576\n1384819200.0,chloromethane,0.0,48858,43.61483,-84.79576\n1384819200.0,"1,1-dichloroethane",0.0,48858,43.61483,-84.79576\n1384819200.0,HCFC-22,0.0,48858,43.61483,-84.79576\n1384819200.0,Halon 1011,0.0,48858,43.61483,-84.79576\n1384819200.0,chromium-6,0.42,48858,43.61483,-84.79576\n1384819200.0,PFOS,0.0,48858,43.61483,-84.79576\n1393200000.0,HCFC-22,0.0,48858,43.61483,-84.79576\n1393200000.0,chromium-6,0.47,48858,43.61483,-84.79576\n1393200000.0,chlorate,270.0,48858,43.61483,-84.79576\n1393200000.0,strontium,230.0,48858,43.61483,-84.79576\n1393200000.0,"1,1-dichloroethane",0.0,48858,43.61483,-84.79576\n1393200000.0,vanadium,0.0,48858,43.61483,-84.79576\n1393200000.0,bromomethane,0.0,48858,43.61483,-84.79576\n1393200000.0,Halon 1011,0.0,48858,43.61483,-84.79576\n1393200000.0,PFOS,0.0,48858,43.61483,-84.79576\n1393200000.0,chromium,0.5,48858,43.61483,-84.79576\n1393200000.0,"1,2,3-trichloropropane",0.0,48858,43.61483,-84.79576\n1393200000.0,PFOA,0.0,48858,43.61483,-84.79576\n1393200000.0,molybdenum,1.4,48858,43.61483,-84.79576\n1393200000.0,PFHxS,0.0,48858,43.61483,-84.79576\n1393200000.0,chloromethane,0.0,48858,43.61483,-84.79576\n1393200000.0,"1,4-dioxane",0.0,48858,43.61483,-84.79576\n1393200000.0,cobalt,0.0,48858,43.61483,-84.79576\n1393200000.0,"1,3-butadiene",0.0,48858,43.61483,-84.79576\n1393200000.0,PFNA,0.0,48858,43.61483,-84.79576\n1393200000.0,PFBS,0.0,48858,43.61483,-84.79576\n1393200000.0,PFHpA,0.0,48858,43.61483,-84.79576\n1401753600.0,chromium,0.5,48858,43.61483,-84.79576\n1401753600.0,strontium,220.0,48858,43.61483,-84.79576\n1401753600.0,PFHxS,0.0,48858,43.61483,-84.79576\n1401753600.0,PFBS,0.0,48858,43.61483,-84.79576\n1401753600.0,"1,2,3-trichloropropane",0.0,48858,43.61483,-84.79576\n1401753600.0,chromium-6,0.48,48858,43.61483,-84.79576\n1401753600.0,"1,4-dioxane",0.0,48858,43.61483,-84.79576\n1401753600.0,PFOA,0.0,48858,43.61483,-84.79576\n1401753600.0,PFOS,0.0,48858,43.61483,-84.79576\n1401753600.0,molybdenum,1.3,48858,43.61483,-84.79576\n1401753600.0,chlorate,300.0,48858,43.61483,-84.79576\n1401753600.0,Halon 1011,0.0,48858,43.61483,-84.79576\n1401753600.0,PFNA,0.0,48858,43.61483,-84.79576\n1401753600.0,PFHpA,0.0,48858,43.61483,-84.79576\n1401753600.0,HCFC-22,0.0,48858,43.61483,-84.79576\n1401753600.0,cobalt,0.0,48858,43.61483,-84.79576\n1401753600.0,vanadium,0.3,48858,43.61483,-84.79576\n1401753600.0,chloromethane,0.0,48858,43.61483,-84.79576\n1401753600.0,bromomethane,0.0,48858,43.61483,-84.79576\n1401753600.0,"1,1-dichloroethane",0.0,48858,43.61483,-84.79576\n1401753600.0,"1,3-butadiene",0.0,48858,43.61483,-84.79576\n1376524800.0,molybdenum,1.0,48858,43.61483,-84.79576\n1376524800.0,chlorate,0.0,48858,43.61483,-84.79576\n1376524800.0,strontium,470.0,48858,43.61483,-84.79576\n1376524800.0,chromium,0.0,48858,43.61483,-84.79576\n1376524800.0,cobalt,0.0,48858,43.61483,-84.79576\n1378944000.0,chromium-6,0.19,48858,43.61483,-84.79576\n1376524800.0,vanadium,0.0,48858,43.61483,-84.79576\n1392768000.0,chromium,0.0,48858,43.61483,-84.79576\n1392768000.0,strontium,540.0,48858,43.61483,-84.79576\n1392768000.0,cobalt,0.0,48858,43.61483,-84.79576\n1392768000.0,vanadium,0.0,48858,43.61483,-84.79576\n1392768000.0,molybdenum,0.0,48858,43.61483,-84.79576\n1393372800.0,chromium-6,0.0,48858,43.61483,-84.79576\n1392768000.0,chlorate,140.0,48858,43.61483,-84.79576\n1378771200.0,vanadium,0.0,48858,43.61483,-84.79576\n1378771200.0,strontium,460.0,48858,43.61483,-84.79576\n1378771200.0,cobalt,0.0,48858,43.61483,-84.79576\n1378771200.0,molybdenum,0.0,48858,43.61483,-84.79576\n1378339200.0,chromium-6,0.0,48858,43.61483,-84.79576\n1378771200.0,chromium,0.0,48858,43.61483,-84.79576\n1376956800.0,chlorate,170.0,48858,43.61483,-84.79576\n1392768000.0,vanadium,0.0,48858,43.61483,-84.79576\n1392768000.0,chromium,0.0,48858,43.61483,-84.79576\n1392768000.0,strontium,510.0,48858,43.61483,-84.79576\n1392768000.0,molybdenum,1.0,48858,43.61483,-84.79576\n1392768000.0,chlorate,69.0,48858,43.61483,-84.79576\n1392768000.0,chromium-6,0.0,48858,43.61483,-84.79576\n1392768000.0,cobalt,0.0,48858,43.61483,-84.79576\n1376524800.0,molybdenum,0.0,48858,43.61483,-84.79576\n1376524800.0,chromium,0.0,48858,43.61483,-84.79576\n1376524800.0,cobalt,0.0,48858,43.61483,-84.79576\n1376524800.0,chlorate,580.0,48858,43.61483,-84.79576\n1376524800.0,vanadium,0.0,48858,43.61483,-84.79576\n1376524800.0,strontium,390.0,48858,43.61483,-84.79576\n1376524800.0,chromium-6,0.0,48858,43.61483,-84.79576\n1392163200.0,molybdenum,0.0,48858,43.61483,-84.79576\n1392163200.0,strontium,500.0,48858,43.61483,-84.79576\n1392163200.0,chromium,0.0,48858,43.61483,-84.79576\n1392163200.0,vanadium,0.0,48858,43.61483,-84.79576\n1392163200.0,cobalt,0.0,48858,43.61483,-84.79576\n1392163200.0,chlorate,99.0,48858,43.61483,-84.79576\n1392163200.0,chromium-6,0.0,48858,43.61483,-84.79576\n1376524800.0,strontium,420.0,48858,43.61483,-84.79576\n1376524800.0,Halon 1011,0.0,48858,43.61483,-84.79576\n1376524800.0,PFOA,0.0,48858,43.61483,-84.79576\n1376524800.0,cobalt,0.0,48858,43.61483,-84.79576\n1376524800.0,PFHxS,0.0,48858,43.61483,-84.79576\n1376524800.0,"1,4-dioxane",0.0,48858,43.61483,-84.79576\n1376524800.0,"1,3-butadiene",0.0,48858,43.61483,-84.79576\n1376524800.0,PFOS,0.0,48858,43.61483,-84.79576\n1376524800.0,"1,1-dichloroethane",0.0,48858,43.61483,-84.79576\n1376524800.0,chlorate,0.0,48858,43.61483,-84.79576\n1376524800.0,chloromethane,0.0,48858,43.61483,-84.79576\n1376524800.0,chromium,0.0,48858,43.61483,-84.79576\n1376524800.0,chromium-6,0.0,48858,43.61483,-84.79576\n1376524800.0,molybdenum,0.0,48858,43.61483,-84.79576\n1376524800.0,equilin,0.0,48858,43.61483,-84.79576\n1376524800.0,testosterone,0.0,48858,43.61483,-84.79576\n1376524800.0,estrone,0.0,48858,43.61483,-84.79576\n1376524800.0,estriol,0.0,48858,43.61483,-84.79576\n1376524800.0,HCFC-22,0.0,48858,43.61483,-84.79576\n1376524800.0,PFBS,0.0,48858,43.61483,-84.79576\n1376524800.0,17-alpha-ethynylestradiol,0.0,48858,43.61483,-84.79576\n1376524800.0,vanadium,0.0,48858,43.61483,-84.79576\n1376524800.0,"4-androstene-3,17-dione",0.0,48858,43.61483,-84.79576\n1376524800.0,PFHpA,0.0,48858,43.61483,-84.79576\n1376524800.0,"1,2,3-trichloropropane",0.0,48858,43.61483,-84.79576\n1376524800.0,PFNA,0.0,48858,43.61483,-84.79576\n1376524800.0,bromomethane,0.0,48858,43.61483,-84.79576\n1376524800.0,17-beta-estradiol,0.0,48858,43.61483,-84.79576\n1392163200.0,Halon 1011,0.0,48858,43.61483,-84.79576\n1392163200.0,PFHpA,0.0,48858,43.61483,-84.79576\n1392163200.0,estriol,0.0,48858,43.61483,-84.79576\n1392163200.0,estrone,0.0,48858,43.61483,-84.79576\n1392163200.0,equilin,0.0,48858,43.61483,-84.79576\n1392163200.0,17-alpha-ethynylestradiol,0.0,48858,43.61483,-84.79576\n1392163200.0,PFOS,0.0,48858,43.61483,-84.79576\n1392163200.0,molybdenum,0.0,48858,43.61483,-84.79576\n1392163200.0,PFOA,0.0,48858,43.61483,-84.79576\n1392163200.0,chromium-6,0.0,48858,43.61483,-84.79576\n1392163200.0,chromium,0.0,48858,43.61483,-84.79576\n1392163200.0,PFNA,0.0,48858,43.61483,-84.79576\n1392163200.0,chloromethane,0.0,48858,43.61483,-84.79576\n1392163200.0,strontium,400.0,48858,43.61483,-84.79576\n1392163200.0,"4-androstene-3,17-dione",0.0,48858,43.61483,-84.79576\n1392163200.0,PFHxS,0.0,48858,43.61483,-84.79576\n1392163200.0,"1,2,3-trichloropropane",0.0,48858,43.61483,-84.79576\n1392163200.0,testosterone,0.0,48858,43.61483,-84.79576\n1392163200.0,cobalt,0.0,48858,43.61483,-84.79576\n1392163200.0,"1,1-dichloroethane",0.0,48858,43.61483,-84.79576\n1392163200.0,HCFC-22,0.0,48858,43.61483,-84.79576\n1392163200.0,chlorate,0.0,48858,43.61483,-84.79576\n1392163200.0,bromomethane,0.0,48858,43.61483,-84.79576\n1392163200.0,vanadium,0.0,48858,43.61483,-84.79576\n1392163200.0,17-beta-estradiol,0.0,48858,43.61483,-84.79576\n1392163200.0,PFBS,0.0,48858,43.61483,-84.79576\n1392163200.0,"1,4-dioxane",0.0,48858,43.61483,-84.79576\n1392163200.0,"1,3-butadiene",0.0,48858,43.61483,-84.79576\n1376956800.0,chlorate,0.0,48858,43.61483,-84.79576\n1376956800.0,equilin,0.0,48858,43.61483,-84.79576\n1376956800.0,PFHpA,0.0,48858,43.61483,-84.79576\n1376956800.0,"1,1-dichloroethane",0.0,48858,43.61483,-84.79576\n1376956800.0,testosterone,0.0,48858,43.61483,-84.79576\n1376956800.0,PFNA,0.0,48858,43.61483,-84.79576\n1376956800.0,PFHxS,0.0,48858,43.61483,-84.79576\n1376956800.0,estriol,0.0,48858,43.61483,-84.79576\n1376956800.0,PFBS,0.0,48858,43.61483,-84.79576\n1376956800.0,17-beta-estradiol,0.0,48858,43.61483,-84.79576\n1376956800.0,"1,4-dioxane",0.0,48858,43.61483,-84.79576\n1376956800.0,PFOA,0.0,48858,43.61483,-84.79576\n1376956800.0,PFOS,0.0,48858,43.61483,-84.79576\n1376956800.0,estrone,0.0,48858,43.61483,-84.79576\n1376956800.0,17-alpha-ethynylestradiol,0.0,48858,43.61483,-84.79576\n1376956800.0,chromium-6,0.0,48858,43.61483,-84.79576\n1376956800.0,chloromethane,0.0,48858,43.61483,-84.79576\n1376956800.0,bromomethane,0.0,48858,43.61483,-84.79576\n1376956800.0,"1,2,3-trichloropropane",0.0,48858,43.61483,-84.79576\n1376956800.0,Halon 1011,0.0,48858,43.61483,-84.79576\n1376956800.0,"1,3-butadiene",0.0,48858,43.61483,-84.79576\n1376956800.0,HCFC-22,0.0,48858,43.61483,-84.79576\n1376956800.0,"4-androstene-3,17-dione",0.0,48858,43.61483,-84.79576\n1392768000.0,17-alpha-ethynylestradiol,0.0,48858,43.61483,-84.79576\n1392768000.0,"1,2,3-trichloropropane",0.0,48858,43.61483,-84.79576\n1392768000.0,PFHxS,0.0,48858,43.61483,-84.79576\n1392768000.0,17-beta-estradiol,0.0,48858,43.61483,-84.79576\n1392768000.0,molybdenum,1.0,48858,43.61483,-84.79576\n1392768000.0,chromium-6,0.0,48858,43.61483,-84.79576\n1392768000.0,vanadium,0.0,48858,43.61483,-84.79576\n1392768000.0,chromium,0.0,48858,43.61483,-84.79576\n1392768000.0,estriol,0.0,48858,43.61483,-84.79576\n1392768000.0,strontium,480.0,48858,43.61483,-84.79576\n1392768000.0,chloromethane,0.0,48858,43.61483,-84.79576\n1392768000.0,"1,4-dioxane",0.0,48858,43.61483,-84.79576\n1392768000.0,bromomethane,0.0,48858,43.61483,-84.79576\n1392768000.0,"1,3-butadiene",0.0,48858,43.61483,-84.79576\n1392768000.0,PFOA,0.0,48858,43.61483,-84.79576\n1392768000.0,PFNA,0.0,48858,43.61483,-84.79576\n1392768000.0,cobalt,0.0,48858,43.61483,-84.79576\n1392768000.0,chlorate,27.0,48858,43.61483,-84.79576\n1392768000.0,"4-androstene-3,17-dione",0.0,48858,43.61483,-84.79576\n1392768000.0,PFOS,0.0,48858,43.61483,-84.79576\n1392768000.0,HCFC-22,0.0,48858,43.61483,-84.79576\n1392768000.0,"1,1-dichloroethane",0.0,48858,43.61483,-84.79576\n1392768000.0,Halon 1011,0.0,48858,43.61483,-84.79576\n1392768000.0,PFBS,0.0,48858,43.61483,-84.79576\n1392768000.0,estrone,0.0,48858,43.61483,-84.79576\n1392768000.0,equilin,0.0,48858,43.61483,-84.79576\n1392768000.0,testosterone,0.0,48858,43.61483,-84.79576\n1392768000.0,PFHpA,0.0,48858,43.61483,-84.79576\n1376524800.0,"1,3-butadiene",0.0,48858,43.61483,-84.79576\n1376524800.0,PFHpA,0.0,48858,43.61483,-84.79576\n1376524800.0,PFHxS,0.0,48858,43.61483,-84.79576\n1376524800.0,17-alpha-ethynylestradiol,0.0,48858,43.61483,-84.79576\n1376524800.0,PFNA,0.0,48858,43.61483,-84.79576\n1376524800.0,strontium,470.0,48858,43.61483,-84.79576\n1376524800.0,testosterone,0.0,48858,43.61483,-84.79576\n1376524800.0,chromium-6,0.0,48858,43.61483,-84.79576\n1376524800.0,Halon 1011,0.0,48858,43.61483,-84.79576\n1376524800.0,PFBS,0.0,48858,43.61483,-84.79576\n1376524800.0,HCFC-22,0.0,48858,43.61483,-84.79576\n1376524800.0,"1,1-dichloroethane",0.0,48858,43.61483,-84.79576\n1376524800.0,chloromethane,0.0,48858,43.61483,-84.79576\n1376524800.0,bromomethane,0.0,48858,43.61483,-84.79576\n1376524800.0,17-beta-estradiol,0.0,48858,43.61483,-84.79576\n1376524800.0,estrone,0.0,48858,43.61483,-84.79576\n1376524800.0,PFOA,0.0,48858,43.61483,-84.79576\n1376524800.0,equilin,0.0,48858,43.61483,-84.79576\n1376524800.0,chromium,0.0,48858,43.61483,-84.79576\n1376524800.0,estriol,0.0,48858,43.61483,-84.79576\n1376524800.0,"1,2,3-trichloropropane",0.0,48858,43.61483,-84.79576\n1376524800.0,molybdenum,0.0,48858,43.61483,-84.79576\n1376524800.0,PFOS,0.0,48858,43.61483,-84.79576\n1376524800.0,chlorate,0.0,48858,43.61483,-84.79576\n1376524800.0,"4-androstene-3,17-dione",0.0,48858,43.61483,-84.79576\n1376524800.0,vanadium,0.0,48858,43.61483,-84.79576\n1376524800.0,cobalt,0.0,48858,43.61483,-84.79576\n1376524800.0,"1,4-dioxane",0.0,48858,43.61483,-84.79576\n1392768000.0,PFNA,0.0,48858,43.61483,-84.79576\n1392768000.0,vanadium,0.0,48858,43.61483,-84.79576\n1392768000.0,cobalt,0.0,48858,43.61483,-84.79576\n1392768000.0,chloromethane,0.0,48858,43.61483,-84.79576\n1392768000.0,molybdenum,0.0,48858,43.61483,-84.79576\n1392768000.0,PFHpA,0.0,48858,43.61483,-84.79576\n1392768000.0,estrone,0.0,48858,43.61483,-84.79576\n1392768000.0,testosterone,0.0,48858,43.61483,-84.79576\n1392768000.0,"4-androstene-3,17-dione",0.0,48858,43.61483,-84.79576\n1392768000.0,estriol,0.0,48858,43.61483,-84.79576\n1392768000.0,equilin,0.0,48858,43.61483,-84.79576\n1392768000.0,17-alpha-ethynylestradiol,0.0,48858,43.61483,-84.79576\n1392768000.0,17-beta-estradiol,0.0,48858,43.61483,-84.79576\n1392768000.0,chromium-6,0.0,48858,43.61483,-84.79576\n1392768000.0,strontium,540.0,48858,43.61483,-84.79576\n1392768000.0,chromium,0.0,48858,43.61483,-84.79576\n1392768000.0,bromomethane,0.0,48858,43.61483,-84.79576\n1392768000.0,PFOS,0.0,48858,43.61483,-84.79576\n1392768000.0,"1,2,3-trichloropropane",0.0,48858,43.61483,-84.79576\n1392768000.0,PFBS,0.0,48858,43.61483,-84.79576\n1392768000.0,"1,4-dioxane",0.0,48858,43.61483,-84.79576\n1392768000.0,PFOA,0.0,48858,43.61483,-84.79576\n1392768000.0,Halon 1011,0.0,48858,43.61483,-84.79576\n1392768000.0,"1,3-butadiene",0.0,48858,43.61483,-84.79576\n1392768000.0,HCFC-22,0.0,48858,43.61483,-84.79576\n1392768000.0,"1,1-dichloroethane",0.0,48858,43.61483,-84.79576\n1392768000.0,PFHxS,0.0,48858,43.61483,-84.79576\n1392768000.0,chlorate,0.0,48858,43.61483,-84.79576\n1539129600.0,ethoprop,0.0,48858,43.61483,-84.79576\n1539129600.0,tribufos,0.0,48858,43.61483,-84.79576\n1542585600.0,butylated hydroxyanisole,0.0,48858,43.61483,-84.79576\n1539129600.0,chlorpyrifos,0.0,48858,43.61483,-84.79576\n1539129600.0,alpha-hexachlorocyclohexane,0.0,48858,43.61483,-84.79576\n1539129600.0,oxyfluorfen,0.0,48858,43.61483,-84.79576\n1539129600.0,2-methoxyethanol,0.0,48858,43.61483,-84.79576\n1542585600.0,o-toluidine,0.0,48858,43.61483,-84.79576\n1539129600.0,germanium,0.0,48858,43.61483,-84.79576\n1539129600.0,manganese,0.0,48858,43.61483,-84.79576\n1539129600.0,tebuconazole,0.0,48858,43.61483,-84.79576\n1539129600.0,1-butanol,0.0,48858,43.61483,-84.79576\n1539129600.0,profenofos,0.0,48858,43.61483,-84.79576\n1539129600.0,2-propen-1-ol,0.0,48858,43.61483,-84.79576\n1542585600.0,quinoline,0.0,48858,43.61483,-84.79576\n1539129600.0,total permethrin,0.0,48858,43.61483,-84.79576\n1539129600.0,dimethipin,0.0,48858,43.61483,-84.79576\n1554249600.0,ethoprop,0.0,48858,43.61483,-84.79576\n1554249600.0,tribufos,0.0,48858,43.61483,-84.79576\n1554249600.0,butylated hydroxyanisole,0.0,48858,43.61483,-84.79576\n1554249600.0,chlorpyrifos,0.0,48858,43.61483,-84.79576\n1554249600.0,alpha-hexachlorocyclohexane,0.0,48858,43.61483,-84.79576\n1554249600.0,oxyfluorfen,0.0,48858,43.61483,-84.79576\n1554249600.0,2-methoxyethanol,0.0,48858,43.61483,-84.79576\n1554249600.0,o-toluidine,0.0,48858,43.61483,-84.79576\n1554249600.0,germanium,0.0,48858,43.61483,-84.79576\n1554249600.0,manganese,0.0,48858,43.61483,-84.79576\n1554249600.0,tebuconazole,0.0,48858,43.61483,-84.79576\n1554249600.0,1-butanol,0.0,48858,43.61483,-84.79576\n1554249600.0,profenofos,0.0,48858,43.61483,-84.79576\n1554249600.0,2-propen-1-ol,0.0,48858,43.61483,-84.79576\n1554249600.0,quinoline,0.0,48858,43.61483,-84.79576\n1554249600.0,total permethrin,0.0,48858,43.61483,-84.79576\n1554249600.0,dimethipin,0.0,48858,43.61483,-84.79576\n1539129600.0,HAA9,2.858,48858,43.61483,-84.79576\n1539129600.0,HAA6Br,2.858,48858,43.61483,-84.79576\n1539129600.0,HAA5,1.73,48858,43.61483,-84.79576\n1554249600.0,HAA9,6.903,48858,43.61483,-84.79576\n1554249600.0,HAA6Br,6.485,48858,43.61483,-84.79576\n1554249600.0,HAA5,3.01,48858,43.61483,-84.79576\n1539734400.0,HAA9,3.936,48858,43.61483,-84.79576\n1539734400.0,HAA6Br,2.516,48858,43.61483,-84.79576\n1539734400.0,HAA5,2.219,48858,43.61483,-84.79576\n1554249600.0,HAA9,3.476,48858,43.61483,-84.79576\n1554249600.0,HAA6Br,3.136,48858,43.61483,-84.79576\n1554249600.0,HAA5,2.095,48858,43.61483,-84.79576\n1520294400.0,ethoprop,0.0,56633,47.31957,-94.50911\n1520294400.0,tribufos,0.0,56633,47.31957,-94.50911\n1526342400.0,butylated hydroxyanisole,0.0,56633,47.31957,-94.50911\n1520294400.0,chlorpyrifos,0.0,56633,47.31957,-94.50911\n1520294400.0,alpha-hexachlorocyclohexane,0.0,56633,47.31957,-94.50911\n1520294400.0,oxyfluorfen,0.0,56633,47.31957,-94.50911\n1520294400.0,2-methoxyethanol,0.0,56633,47.31957,-94.50911\n1526342400.0,o-toluidine,0.0,56633,47.31957,-94.50911\n1520294400.0,germanium,0.0,56633,47.31957,-94.50911\n1520294400.0,manganese,0.0,56633,47.31957,-94.50911\n1520294400.0,tebuconazole,0.0,56633,47.31957,-94.50911\n1520294400.0,1-butanol,0.0,56633,47.31957,-94.50911\n1520294400.0,profenofos,0.0,56633,47.31957,-94.50911\n1520294400.0,2-propen-1-ol,0.0,56633,47.31957,-94.50911\n1526342400.0,quinoline,0.0,56633,47.31957,-94.50911\n1520294400.0,total permethrin,0.0,56633,47.31957,-94.50911\n1520294400.0,dimethipin,0.0,56633,47.31957,-94.50911\n1537920000.0,ethoprop,0.0,56633,47.31957,-94.50911\n1537920000.0,tribufos,0.0,56633,47.31957,-94.50911\n1537920000.0,butylated hydroxyanisole,0.0,56633,47.31957,-94.50911\n1537920000.0,chlorpyrifos,0.0,56633,47.31957,-94.50911\n1537920000.0,alpha-hexachlorocyclohexane,0.0,56633,47.31957,-94.50911\n1537920000.0,oxyfluorfen,0.0,56633,47.31957,-94.50911\n1536105600.0,2-methoxyethanol,0.0,56633,47.31957,-94.50911\n1537920000.0,o-toluidine,0.0,56633,47.31957,-94.50911\n1536105600.0,germanium,0.0,56633,47.31957,-94.50911\n1536105600.0,manganese,0.0,56633,47.31957,-94.50911\n1537920000.0,tebuconazole,0.0,56633,47.31957,-94.50911\n1536105600.0,1-butanol,0.0,56633,47.31957,-94.50911\n1537920000.0,profenofos,0.0,56633,47.31957,-94.50911\n1536105600.0,2-propen-1-ol,0.0,56633,47.31957,-94.50911\n1537920000.0,quinoline,0.0,56633,47.31957,-94.50911\n1537920000.0,total permethrin,0.0,56633,47.31957,-94.50911\n1537920000.0,dimethipin,0.0,56633,47.31957,-94.50911\n1520294400.0,HAA9,0.21,56633,47.31957,-94.50911\n1520294400.0,HAA6Br,0.0,56633,47.31957,-94.50911\n1520294400.0,HAA5,0.21,56633,47.31957,-94.50911\n1536105600.0,HAA9,0.0,56633,47.31957,-94.50911\n1536105600.0,HAA6Br,0.0,56633,47.31957,-94.50911\n1536105600.0,HAA5,0.0,56633,47.31957,-94.50911\n1520294400.0,HAA9,0.8,56633,47.31957,-94.50911\n1520294400.0,HAA6Br,0.45,56633,47.31957,-94.50911\n1520294400.0,HAA5,0.35,56633,47.31957,-94.50911\n1536105600.0,HAA9,0.5,56633,47.31957,-94.50911\n1536105600.0,HAA6Br,0.0,56633,47.31957,-94.50911\n1536105600.0,HAA5,0.5,56633,47.31957,-94.50911\n1519084800.0,total permethrin,0.0,35005,33.59215,-86.99833\n1519084800.0,1-butanol,0.0,35005,33.59215,-86.99833\n1519084800.0,profenofos,0.0,35005,33.59215,-86.99833\n1519084800.0,2-propen-1-ol,0.0,35005,33.59215,-86.99833\n1519084800.0,quinoline,0.0,35005,33.59215,-86.99833\n1519084800.0,dimethipin,0.0,35005,33.59215,-86.99833\n1528848000.0,total microcystins,0.0,35005,33.59215,-86.99833\n1519084800.0,alpha-hexachlorocyclohexane,0.0,35005,33.59215,-86.99833\n1519084800.0,2-methoxyethanol,0.0,35005,33.59215,-86.99833\n1519084800.0,o-toluidine,0.0,35005,33.59215,-86.99833\n1519084800.0,butylated hydroxyanisole,0.0,35005,33.59215,-86.99833\n1528848000.0,cylindrospermopsin,0.0,35005,33.59215,-86.99833\n1519084800.0,manganese,0.0,35005,33.59215,-86.99833\n1519084800.0,germanium,0.0,35005,33.59215,-86.99833\n1519084800.0,tribufos,0.0,35005,33.59215,-86.99833\n1519084800.0,ethoprop,0.0,35005,33.59215,-86.99833\n1519084800.0,chlorpyrifos,0.0,35005,33.59215,-86.99833\n1519084800.0,tebuconazole,0.0,35005,33.59215,-86.99833\n1528848000.0,anatoxin-a,0.0,35005,33.59215,-86.99833\n1519084800.0,oxyfluorfen,0.0,35005,33.59215,-86.99833\n1527638400.0,total permethrin,0.0,35005,33.59215,-86.99833\n1527638400.0,1-butanol,0.0,35005,33.59215,-86.99833\n1527638400.0,profenofos,0.0,35005,33.59215,-86.99833\n1527638400.0,2-propen-1-ol,0.0,35005,33.59215,-86.99833\n1527638400.0,quinoline,0.0,35005,33.59215,-86.99833\n1527638400.0,dimethipin,0.0,35005,33.59215,-86.99833\n1527638400.0,alpha-hexachlorocyclohexane,0.0,35005,33.59215,-86.99833\n1527638400.0,2-methoxyethanol,0.0,35005,33.59215,-86.99833\n1527638400.0,o-toluidine,0.0,35005,33.59215,-86.99833\n1527638400.0,butylated hydroxyanisole,0.0,35005,33.59215,-86.99833\n1529971200.0,cylindrospermopsin,0.0,35005,33.59215,-86.99833\n1527638400.0,manganese,0.0,35005,33.59215,-86.99833\n1527638400.0,germanium,0.0,35005,33.59215,-86.99833\n1527638400.0,tribufos,0.0,35005,33.59215,-86.99833\n1527638400.0,ethoprop,0.0,35005,33.59215,-86.99833\n1527638400.0,chlorpyrifos,0.0,35005,33.59215,-86.99833\n1527638400.0,tebuconazole,0.0,35005,33.59215,-86.99833\n1529971200.0,anatoxin-a,0.0,35005,33.59215,-86.99833\n1527638400.0,oxyfluorfen,0.0,35005,33.59215,-86.99833\n1539129600.0,total permethrin,0.0,35005,33.59215,-86.99833\n1535414400.0,1-butanol,0.0,35005,33.59215,-86.99833\n1539129600.0,profenofos,0.0,35005,33.59215,-86.99833\n1535414400.0,2-propen-1-ol,0.0,35005,33.59215,-86.99833\n1539734400.0,quinoline,0.0,35005,33.59215,-86.99833\n1539129600.0,dimethipin,0.0,35005,33.59215,-86.99833\n1531958400.0,total microcystins,0.0,35005,33.59215,-86.99833\n1539129600.0,alpha-hexachlorocyclohexane,0.0,35005,33.59215,-86.99833\n1535414400.0,2-methoxyethanol,0.0,35005,33.59215,-86.99833\n1539734400.0,o-toluidine,0.0,35005,33.59215,-86.99833\n1539734400.0,butylated hydroxyanisole,0.0,35005,33.59215,-86.99833\n1531958400.0,cylindrospermopsin,0.0,35005,33.59215,-86.99833\n1535414400.0,manganese,0.0,35005,33.59215,-86.99833\n1535414400.0,germanium,0.0,35005,33.59215,-86.99833\n1539129600.0,tribufos,0.0,35005,33.59215,-86.99833\n1539129600.0,ethoprop,0.0,35005,33.59215,-86.99833\n1539129600.0,chlorpyrifos,0.0,35005,33.59215,-86.99833\n1539129600.0,tebuconazole,0.0,35005,33.59215,-86.99833\n1531958400.0,anatoxin-a,0.0,35005,33.59215,-86.99833\n1539129600.0,oxyfluorfen,0.0,35005,33.59215,-86.99833\n1541635200.0,1-butanol,0.0,35005,33.59215,-86.99833\n1541635200.0,profenofos,0.0,35005,33.59215,-86.99833\n1541635200.0,2-propen-1-ol,0.0,35005,33.59215,-86.99833\n1544572800.0,quinoline,0.0,35005,33.59215,-86.99833\n1541635200.0,total permethrin,0.0,35005,33.59215,-86.99833\n1541635200.0,dimethipin,0.0,35005,33.59215,-86.99833\n1532476800.0,total microcystins,0.0,35005,33.59215,-86.99833\n1541635200.0,alpha-hexachlorocyclohexane,0.0,35005,33.59215,-86.99833\n1541635200.0,2-methoxyethanol,0.0,35005,33.59215,-86.99833\n1544572800.0,o-toluidine,0.0,35005,33.59215,-86.99833\n1544572800.0,butylated hydroxyanisole,0.0,35005,33.59215,-86.99833\n1532476800.0,cylindrospermopsin,0.0,35005,33.59215,-86.99833\n1541635200.0,manganese,0.0,35005,33.59215,-86.99833\n1541635200.0,germanium,0.0,35005,33.59215,-86.99833\n1541635200.0,tribufos,0.0,35005,33.59215,-86.99833\n1541635200.0,ethoprop,0.0,35005,33.59215,-86.99833\n1541635200.0,chlorpyrifos,0.0,35005,33.59215,-86.99833\n1541635200.0,tebuconazole,0.0,35005,33.59215,-86.99833\n1532476800.0,anatoxin-a,0.0,35005,33.59215,-86.99833\n1541635200.0,oxyfluorfen,0.0,35005,33.59215,-86.99833\n1533686400.0,total microcystins,0.0,35005,33.59215,-86.99833\n1533686400.0,cylindrospermopsin,0.0,35005,33.59215,-86.99833\n1533686400.0,anatoxin-a,0.0,35005,33.59215,-86.99833\n1534982400.0,total microcystins,0.0,35005,33.59215,-86.99833\n1534982400.0,cylindrospermopsin,0.0,35005,33.59215,-86.99833\n1534982400.0,anatoxin-a,0.0,35005,33.59215,-86.99833\n1536710400.0,total microcystins,0.0,35005,33.59215,-86.99833\n1536710400.0,cylindrospermopsin,0.0,35005,33.59215,-86.99833\n1536710400.0,anatoxin-a,0.0,35005,33.59215,-86.99833\n1537920000.0,total microcystins,0.0,35005,33.59215,-86.99833\n1537920000.0,cylindrospermopsin,0.0,35005,33.59215,-86.99833\n1537920000.0,anatoxin-a,0.0,35005,33.59215,-86.99833\n1519084800.0,1-butanol,0.0,35005,33.59215,-86.99833\n1522281600.0,profenofos,0.0,35005,33.59215,-86.99833\n1519084800.0,2-propen-1-ol,0.0,35005,33.59215,-86.99833\n1519084800.0,quinoline,0.0,35005,33.59215,-86.99833\n1522281600.0,total permethrin,0.0,35005,33.59215,-86.99833\n1522281600.0,dimethipin,0.0,35005,33.59215,-86.99833\n1528848000.0,total microcystins,0.0,35005,33.59215,-86.99833\n1522281600.0,alpha-hexachlorocyclohexane,0.0,35005,33.59215,-86.99833\n1519084800.0,2-methoxyethanol,0.0,35005,33.59215,-86.99833\n1519084800.0,o-toluidine,0.0,35005,33.59215,-86.99833\n1519084800.0,butylated hydroxyanisole,0.0,35005,33.59215,-86.99833\n1528848000.0,cylindrospermopsin,0.0,35005,33.59215,-86.99833\n1519084800.0,manganese,1.4,35005,33.59215,-86.99833\n1519084800.0,germanium,0.0,35005,33.59215,-86.99833\n1522281600.0,tribufos,0.0,35005,33.59215,-86.99833\n1522281600.0,ethoprop,0.0,35005,33.59215,-86.99833\n1522281600.0,chlorpyrifos,0.0,35005,33.59215,-86.99833\n1522281600.0,tebuconazole,0.0,35005,33.59215,-86.99833\n1528848000.0,anatoxin-a,0.0,35005,33.59215,-86.99833\n1522281600.0,oxyfluorfen,0.0,35005,33.59215,-86.99833\n1527638400.0,1-butanol,0.0,35005,33.59215,-86.99833\n1527638400.0,profenofos,0.0,35005,33.59215,-86.99833\n1527638400.0,2-propen-1-ol,0.0,35005,33.59215,-86.99833\n1527638400.0,quinoline,0.0,35005,33.59215,-86.99833\n1527638400.0,total permethrin,0.0,35005,33.59215,-86.99833\n1527638400.0,dimethipin,0.0,35005,33.59215,-86.99833\n1529971200.0,total microcystins,0.0,35005,33.59215,-86.99833\n1527638400.0,alpha-hexachlorocyclohexane,0.0,35005,33.59215,-86.99833\n1527638400.0,2-methoxyethanol,0.0,35005,33.59215,-86.99833\n1527638400.0,o-toluidine,0.0,35005,33.59215,-86.99833\n1527638400.0,butylated hydroxyanisole,0.0,35005,33.59215,-86.99833\n1529971200.0,cylindrospermopsin,0.0,35005,33.59215,-86.99833\n1527638400.0,manganese,1.05,35005,33.59215,-86.99833\n1527638400.0,germanium,0.0,35005,33.59215,-86.99833\n1527638400.0,tribufos,0.0,35005,33.59215,-86.99833\n1527638400.0,ethoprop,0.0,35005,33.59215,-86.99833\n1527638400.0,chlorpyrifos,0.0,35005,33.59215,-86.99833\n1527638400.0,tebuconazole,0.0,35005,33.59215,-86.99833\n1529971200.0,anatoxin-a,0.0,35005,33.59215,-86.99833\n1527638400.0,oxyfluorfen,0.0,35005,33.59215,-86.99833\n1535414400.0,1-butanol,0.0,35005,33.59215,-86.99833\n1539129600.0,profenofos,0.0,35005,33.59215,-86.99833\n1535414400.0,2-propen-1-ol,0.0,35005,33.59215,-86.99833\n1535414400.0,quinoline,0.0,35005,33.59215,-86.99833\n1539129600.0,total permethrin,0.0,35005,33.59215,-86.99833\n1539129600.0,dimethipin,0.0,35005,33.59215,-86.99833\n1531267200.0,total microcystins,0.0,35005,33.59215,-86.99833\n1539129600.0,alpha-hexachlorocyclohexane,0.0,35005,33.59215,-86.99833\n1535414400.0,2-methoxyethanol,0.0,35005,33.59215,-86.99833\n1535414400.0,o-toluidine,0.0,35005,33.59215,-86.99833\n1535414400.0,butylated hydroxyanisole,0.0,35005,33.59215,-86.99833\n1531267200.0,cylindrospermopsin,0.0,35005,33.59215,-86.99833\n1535414400.0,manganese,3.34,35005,33.59215,-86.99833\n1535414400.0,germanium,0.0,35005,33.59215,-86.99833\n1539129600.0,tribufos,0.0,35005,33.59215,-86.99833\n1539129600.0,ethoprop,0.0,35005,33.59215,-86.99833\n1539129600.0,chlorpyrifos,0.0,35005,33.59215,-86.99833\n1539129600.0,tebuconazole,0.0,35005,33.59215,-86.99833\n1531267200.0,anatoxin-a,0.0,35005,33.59215,-86.99833\n1539129600.0,oxyfluorfen,0.0,35005,33.59215,-86.99833\n1541635200.0,1-butanol,0.0,35005,33.59215,-86.99833\n1542240000.0,profenofos,0.0,35005,33.59215,-86.99833\n1541635200.0,2-propen-1-ol,0.0,35005,33.59215,-86.99833\n1544572800.0,quinoline,0.0,35005,33.59215,-86.99833\n1542240000.0,total permethrin,0.0,35005,33.59215,-86.99833\n1542240000.0,dimethipin,0.0,35005,33.59215,-86.99833\n1532476800.0,total microcystins,0.0,35005,33.59215,-86.99833\n1542240000.0,alpha-hexachlorocyclohexane,0.0,35005,33.59215,-86.99833\n1541635200.0,2-methoxyethanol,0.0,35005,33.59215,-86.99833\n1544572800.0,o-toluidine,0.0,35005,33.59215,-86.99833\n1544572800.0,butylated hydroxyanisole,0.0,35005,33.59215,-86.99833\n1532476800.0,cylindrospermopsin,0.0,35005,33.59215,-86.99833\n1541635200.0,manganese,1.12,35005,33.59215,-86.99833\n1541635200.0,germanium,0.0,35005,33.59215,-86.99833\n1542240000.0,tribufos,0.0,35005,33.59215,-86.99833\n1542240000.0,ethoprop,0.0,35005,33.59215,-86.99833\n1542240000.0,chlorpyrifos,0.0,35005,33.59215,-86.99833\n1542240000.0,tebuconazole,0.0,35005,33.59215,-86.99833\n1532476800.0,anatoxin-a,0.0,35005,33.59215,-86.99833\n1542240000.0,oxyfluorfen,0.0,35005,33.59215,-86.99833\n1533686400.0,total microcystins,0.0,35005,33.59215,-86.99833\n1533686400.0,cylindrospermopsin,0.0,35005,33.59215,-86.99833\n1533686400.0,anatoxin-a,0.0,35005,33.59215,-86.99833\n1534982400.0,total microcystins,0.0,35005,33.59215,-86.99833\n1534982400.0,cylindrospermopsin,0.0,35005,33.59215,-86.99833\n1534982400.0,anatoxin-a,0.0,35005,33.59215,-86.99833\n1536710400.0,total microcystins,0.0,35005,33.59215,-86.99833\n1536710400.0,cylindrospermopsin,0.0,35005,33.59215,-86.99833\n1536710400.0,anatoxin-a,0.0,35005,33.59215,-86.99833\n1537920000.0,total microcystins,0.0,35005,33.59215,-86.99833\n1537920000.0,cylindrospermopsin,0.0,35005,33.59215,-86.99833\n1537920000.0,anatoxin-a,0.0,35005,33.59215,-86.99833\n1519084800.0,1-butanol,0.0,35005,33.59215,-86.99833\n1519084800.0,profenofos,0.0,35005,33.59215,-86.99833\n1519084800.0,2-propen-1-ol,0.0,35005,33.59215,-86.99833\n1519084800.0,quinoline,0.0,35005,33.59215,-86.99833\n1519084800.0,total permethrin,0.0,35005,33.59215,-86.99833\n1519084800.0,dimethipin,0.0,35005,33.59215,-86.99833\n1528848000.0,total microcystins,0.0,35005,33.59215,-86.99833\n1519084800.0,alpha-hexachlorocyclohexane,0.0,35005,33.59215,-86.99833\n1519084800.0,2-methoxyethanol,0.0,35005,33.59215,-86.99833\n1519084800.0,o-toluidine,0.0,35005,33.59215,-86.99833\n1519084800.0,butylated hydroxyanisole,0.0,35005,33.59215,-86.99833\n1528848000.0,cylindrospermopsin,0.0,35005,33.59215,-86.99833\n1519084800.0,chlorpyrifos,0.0,35005,33.59215,-86.99833\n1519084800.0,manganese,0.402,35005,33.59215,-86.99833\n1519084800.0,germanium,0.0,35005,33.59215,-86.99833\n1519084800.0,tribufos,0.0,35005,33.59215,-86.99833\n1519084800.0,ethoprop,0.0,35005,33.59215,-86.99833\n1519084800.0,tebuconazole,0.0,35005,33.59215,-86.99833\n1528848000.0,anatoxin-a,0.0,35005,33.59215,-86.99833\n1519084800.0,oxyfluorfen,0.0,35005,33.59215,-86.99833\n1527638400.0,1-butanol,0.0,35005,33.59215,-86.99833\n1527638400.0,profenofos,0.0,35005,33.59215,-86.99833\n1527638400.0,2-propen-1-ol,0.0,35005,33.59215,-86.99833\n1527638400.0,quinoline,0.0,35005,33.59215,-86.99833\n1527638400.0,total permethrin,0.0,35005,33.59215,-86.99833\n1527638400.0,dimethipin,0.0,35005,33.59215,-86.99833\n1529971200.0,total microcystins,0.0,35005,33.59215,-86.99833\n1527638400.0,alpha-hexachlorocyclohexane,0.0,35005,33.59215,-86.99833\n1527638400.0,2-methoxyethanol,0.0,35005,33.59215,-86.99833\n1527638400.0,o-toluidine,0.0,35005,33.59215,-86.99833\n1527638400.0,butylated hydroxyanisole,0.0,35005,33.59215,-86.99833\n1529971200.0,cylindrospermopsin,0.0,35005,33.59215,-86.99833\n1527638400.0,chlorpyrifos,0.0,35005,33.59215,-86.99833\n1527638400.0,manganese,0.0,35005,33.59215,-86.99833\n1527638400.0,germanium,0.0,35005,33.59215,-86.99833\n1527638400.0,tribufos,0.0,35005,33.59215,-86.99833\n1527638400.0,ethoprop,0.0,35005,33.59215,-86.99833\n1527638400.0,tebuconazole,0.0,35005,33.59215,-86.99833\n1529971200.0,anatoxin-a,0.0,35005,33.59215,-86.99833\n1527638400.0,oxyfluorfen,0.0,35005,33.59215,-86.99833\n1535414400.0,1-butanol,0.0,35005,33.59215,-86.99833\n1535414400.0,2-propen-1-ol,0.0,35005,33.59215,-86.99833\n1535414400.0,quinoline,0.0,35005,33.59215,-86.99833\n1531267200.0,total microcystins,0.0,35005,33.59215,-86.99833\n1535414400.0,2-methoxyethanol,0.0,35005,33.59215,-86.99833\n1535414400.0,o-toluidine,0.0,35005,33.59215,-86.99833\n1535414400.0,butylated hydroxyanisole,0.0,35005,33.59215,-86.99833\n1531267200.0,cylindrospermopsin,0.0,35005,33.59215,-86.99833\n1535414400.0,manganese,2.44,35005,33.59215,-86.99833\n1535414400.0,germanium,0.0,35005,33.59215,-86.99833\n1531267200.0,anatoxin-a,0.0,35005,33.59215,-86.99833\n1541635200.0,1-butanol,0.0,35005,33.59215,-86.99833\n1541635200.0,profenofos,0.0,35005,33.59215,-86.99833\n1541635200.0,2-propen-1-ol,0.0,35005,33.59215,-86.99833\n1544572800.0,quinoline,0.0,35005,33.59215,-86.99833\n1541635200.0,total permethrin,0.0,35005,33.59215,-86.99833\n1532476800.0,total microcystins,0.0,35005,33.59215,-86.99833\n1541635200.0,alpha-hexachlorocyclohexane,0.0,35005,33.59215,-86.99833\n1541635200.0,2-methoxyethanol,0.0,35005,33.59215,-86.99833\n1544572800.0,o-toluidine,0.0,35005,33.59215,-86.99833\n1544572800.0,butylated hydroxyanisole,0.0,35005,33.59215,-86.99833\n1532476800.0,cylindrospermopsin,0.0,35005,33.59215,-86.99833\n1541635200.0,chlorpyrifos,0.0,35005,33.59215,-86.99833\n1541635200.0,manganese,4.36,35005,33.59215,-86.99833\n1541635200.0,germanium,0.0,35005,33.59215,-86.99833\n1541635200.0,tribufos,0.0,35005,33.59215,-86.99833\n1541635200.0,ethoprop,0.0,35005,33.59215,-86.99833\n1541635200.0,dimethipin,0.0,35005,33.59215,-86.99833\n1541635200.0,tebuconazole,0.0,35005,33.59215,-86.99833\n1532476800.0,anatoxin-a,0.0,35005,33.59215,-86.99833\n1541635200.0,oxyfluorfen,0.0,35005,33.59215,-86.99833\n1533686400.0,total microcystins,0.0,35005,33.59215,-86.99833\n1533686400.0,cylindrospermopsin,0.0,35005,33.59215,-86.99833\n1533686400.0,anatoxin-a,0.0,35005,33.59215,-86.99833\n1534982400.0,total microcystins,0.0,35005,33.59215,-86.99833\n1534982400.0,cylindrospermopsin,0.0,35005,33.59215,-86.99833\n1534982400.0,anatoxin-a,0.0,35005,33.59215,-86.99833\n1536710400.0,total microcystins,0.0,35005,33.59215,-86.99833\n1536710400.0,cylindrospermopsin,0.0,35005,33.59215,-86.99833\n1536710400.0,anatoxin-a,0.0,35005,33.59215,-86.99833\n1537920000.0,total microcystins,0.0,35005,33.59215,-86.99833\n1537920000.0,cylindrospermopsin,0.0,35005,33.59215,-86.99833\n1537920000.0,anatoxin-a,0.0,35005,33.59215,-86.99833\n1519084800.0,1-butanol,0.0,35005,33.59215,-86.99833\n1519084800.0,profenofos,0.0,35005,33.59215,-86.99833\n1519084800.0,2-propen-1-ol,0.0,35005,33.59215,-86.99833\n1519084800.0,quinoline,0.0,35005,33.59215,-86.99833\n1519084800.0,total permethrin,0.0,35005,33.59215,-86.99833\n1519084800.0,dimethipin,0.0,35005,33.59215,-86.99833\n1528848000.0,total microcystins,0.0,35005,33.59215,-86.99833\n1519084800.0,alpha-hexachlorocyclohexane,0.0,35005,33.59215,-86.99833\n1519084800.0,2-methoxyethanol,0.0,35005,33.59215,-86.99833\n1519084800.0,o-toluidine,0.0,35005,33.59215,-86.99833\n1519084800.0,butylated hydroxyanisole,0.0,35005,33.59215,-86.99833\n1528848000.0,cylindrospermopsin,0.0,35005,33.59215,-86.99833\n1519084800.0,chlorpyrifos,0.0,35005,33.59215,-86.99833\n1519084800.0,manganese,0.518,35005,33.59215,-86.99833\n1519084800.0,germanium,0.0,35005,33.59215,-86.99833\n1519084800.0,tribufos,0.0,35005,33.59215,-86.99833\n1519084800.0,ethoprop,0.0,35005,33.59215,-86.99833\n1519084800.0,tebuconazole,0.0,35005,33.59215,-86.99833\n1528848000.0,anatoxin-a,0.0,35005,33.59215,-86.99833\n1519084800.0,oxyfluorfen,0.0,35005,33.59215,-86.99833\n1527638400.0,1-butanol,0.0,35005,33.59215,-86.99833\n1527638400.0,profenofos,0.0,35005,33.59215,-86.99833\n1527638400.0,2-propen-1-ol,0.0,35005,33.59215,-86.99833\n1527638400.0,quinoline,0.0,35005,33.59215,-86.99833\n1527638400.0,total permethrin,0.0,35005,33.59215,-86.99833\n1527638400.0,dimethipin,0.0,35005,33.59215,-86.99833\n1529971200.0,total microcystins,0.0,35005,33.59215,-86.99833\n1527638400.0,alpha-hexachlorocyclohexane,0.0,35005,33.59215,-86.99833\n1527638400.0,2-methoxyethanol,0.0,35005,33.59215,-86.99833\n1527638400.0,o-toluidine,0.0,35005,33.59215,-86.99833\n1527638400.0,butylated hydroxyanisole,0.0,35005,33.59215,-86.99833\n1529971200.0,cylindrospermopsin,0.0,35005,33.59215,-86.99833\n1527638400.0,chlorpyrifos,0.0,35005,33.59215,-86.99833\n1527638400.0,manganese,0.0,35005,33.59215,-86.99833\n1527638400.0,germanium,0.0,35005,33.59215,-86.99833\n1527638400.0,tribufos,0.0,35005,33.59215,-86.99833\n1527638400.0,ethoprop,0.0,35005,33.59215,-86.99833\n1527638400.0,tebuconazole,0.0,35005,33.59215,-86.99833\n1529971200.0,anatoxin-a,0.0,35005,33.59215,-86.99833\n1527638400.0,oxyfluorfen,0.0,35005,33.59215,-86.99833\n1535414400.0,1-butanol,0.0,35005,33.59215,-86.99833\n1539129600.0,profenofos,0.0,35005,33.59215,-86.99833\n1535414400.0,2-propen-1-ol,0.0,35005,33.59215,-86.99833\n1535414400.0,quinoline,0.0,35005,33.59215,-86.99833\n1539129600.0,total permethrin,0.0,35005,33.59215,-86.99833\n1531267200.0,total microcystins,0.0,35005,33.59215,-86.99833\n1539129600.0,alpha-hexachlorocyclohexane,0.0,35005,33.59215,-86.99833\n1535414400.0,2-methoxyethanol,0.0,35005,33.59215,-86.99833\n1535414400.0,o-toluidine,0.0,35005,33.59215,-86.99833\n1535414400.0,butylated hydroxyanisole,0.0,35005,33.59215,-86.99833\n1531267200.0,cylindrospermopsin,0.0,35005,33.59215,-86.99833\n1539129600.0,chlorpyrifos,0.0,35005,33.59215,-86.99833\n1535414400.0,manganese,1.25,35005,33.59215,-86.99833\n1535414400.0,germanium,0.0,35005,33.59215,-86.99833\n1539129600.0,tribufos,0.0,35005,33.59215,-86.99833\n1539129600.0,ethoprop,0.0,35005,33.59215,-86.99833\n1539129600.0,dimethipin,0.0,35005,33.59215,-86.99833\n1539129600.0,tebuconazole,0.0,35005,33.59215,-86.99833\n1531267200.0,anatoxin-a,0.0,35005,33.59215,-86.99833\n1539129600.0,oxyfluorfen,0.0,35005,33.59215,-86.99833\n1541635200.0,1-butanol,0.0,35005,33.59215,-86.99833\n1541635200.0,profenofos,0.0,35005,33.59215,-86.99833\n1541635200.0,2-propen-1-ol,0.0,35005,33.59215,-86.99833\n1544572800.0,quinoline,0.0,35005,33.59215,-86.99833\n1541635200.0,total permethrin,0.0,35005,33.59215,-86.99833\n1532476800.0,total microcystins,0.0,35005,33.59215,-86.99833\n1541635200.0,alpha-hexachlorocyclohexane,0.0,35005,33.59215,-86.99833\n1541635200.0,2-methoxyethanol,0.0,35005,33.59215,-86.99833\n1544572800.0,o-toluidine,0.0,35005,33.59215,-86.99833\n1544572800.0,butylated hydroxyanisole,0.0,35005,33.59215,-86.99833\n1532476800.0,cylindrospermopsin,0.0,35005,33.59215,-86.99833\n1541635200.0,chlorpyrifos,0.0,35005,33.59215,-86.99833\n1541635200.0,manganese,0.469,35005,33.59215,-86.99833\n1541635200.0,germanium,0.0,35005,33.59215,-86.99833\n1541635200.0,tribufos,0.0,35005,33.59215,-86.99833\n1541635200.0,ethoprop,0.0,35005,33.59215,-86.99833\n1541635200.0,dimethipin,0.0,35005,33.59215,-86.99833\n1541635200.0,tebuconazole,0.0,35005,33.59215,-86.99833\n1532476800.0,anatoxin-a,0.0,35005,33.59215,-86.99833\n1541635200.0,oxyfluorfen,0.0,35005,33.59215,-86.99833\n1533686400.0,total microcystins,0.0,35005,33.59215,-86.99833\n1533686400.0,cylindrospermopsin,0.0,35005,33.59215,-86.99833\n1533686400.0,anatoxin-a,0.0,35005,33.59215,-86.99833\n1534982400.0,total microcystins,0.0,35005,33.59215,-86.99833\n1534982400.0,cylindrospermopsin,0.0,35005,33.59215,-86.99833\n1534982400.0,anatoxin-a,0.0,35005,33.59215,-86.99833\n1536710400.0,total microcystins,0.0,35005,33.59215,-86.99833\n1536710400.0,cylindrospermopsin,0.0,35005,33.59215,-86.99833\n1536710400.0,anatoxin-a,0.0,35005,33.59215,-86.99833\n1537920000.0,total microcystins,0.0,35005,33.59215,-86.99833\n1537920000.0,cylindrospermopsin,0.0,35005,33.59215,-86.99833\n1537920000.0,anatoxin-a,0.0,35005,33.59215,-86.99833\n1519084800.0,HAA5,11.939,35005,33.59215,-86.99833\n1519084800.0,HAA9,16.519,35005,33.59215,-86.99833\n1519084800.0,HAA6Br,5.019,35005,33.59215,-86.99833\n1527638400.0,HAA5,24.706,35005,33.59215,-86.99833\n1527638400.0,HAA9,31.547,35005,33.59215,-86.99833\n1527638400.0,HAA6Br,7.627,35005,33.59215,-86.99833\n1535414400.0,HAA5,24.472,35005,33.59215,-86.99833\n1535414400.0,HAA9,32.534,35005,33.59215,-86.99833\n1535414400.0,HAA6Br,8.564,35005,33.59215,-86.99833\n1541635200.0,HAA5,18.514,35005,33.59215,-86.99833\n1541635200.0,HAA9,24.757,35005,33.59215,-86.99833\n1541635200.0,HAA6Br,6.657,35005,33.59215,-86.99833\n1519084800.0,HAA5,22.137,35005,33.59215,-86.99833\n1519084800.0,HAA9,27.059,35005,33.59215,-86.99833\n1519084800.0,HAA6Br,5.299,35005,33.59215,-86.99833\n1527638400.0,HAA5,31.963,35005,33.59215,-86.99833\n1527638400.0,HAA9,38.356,35005,33.59215,-86.99833\n1527638400.0,HAA6Br,6.816,35005,33.59215,-86.99833\n1535414400.0,HAA5,21.725,35005,33.59215,-86.99833\n1535414400.0,HAA9,26.915,35005,33.59215,-86.99833\n1535414400.0,HAA6Br,5.555,35005,33.59215,-86.99833\n1541635200.0,HAA5,22.864,35005,33.59215,-86.99833\n1541635200.0,HAA9,28.022,35005,33.59215,-86.99833\n1541635200.0,HAA6Br,5.532,35005,33.59215,-86.99833\n1519084800.0,HAA5,14.354,35005,33.59215,-86.99833\n1519084800.0,HAA9,17.263,35005,33.59215,-86.99833\n1519084800.0,HAA6Br,3.223,35005,33.59215,-86.99833\n1527638400.0,HAA5,13.6,35005,33.59215,-86.99833\n1527638400.0,HAA9,16.41,35005,33.59215,-86.99833\n1527638400.0,HAA6Br,2.81,35005,33.59215,-86.99833\n1535414400.0,HAA5,16.02,35005,33.59215,-86.99833\n1535414400.0,HAA9,18.407,35005,33.59215,-86.99833\n1535414400.0,HAA6Br,2.387,35005,33.59215,-86.99833\n1541635200.0,HAA5,12.6,35005,33.59215,-86.99833\n1541635200.0,HAA9,15.124,35005,33.59215,-86.99833\n1541635200.0,HAA6Br,2.524,35005,33.59215,-86.99833\n1519084800.0,HAA5,17.78,35005,33.59215,-86.99833\n1519084800.0,HAA9,21.604,35005,33.59215,-86.99833\n1519084800.0,HAA6Br,3.824,35005,33.59215,-86.99833\n1527638400.0,HAA5,33.97,35005,33.59215,-86.99833\n1527638400.0,HAA9,38.4,35005,33.59215,-86.99833\n1527638400.0,HAA6Br,4.43,35005,33.59215,-86.99833\n1535414400.0,HAA5,24.64,35005,33.59215,-86.99833\n1535414400.0,HAA9,28.44,35005,33.59215,-86.99833\n1535414400.0,HAA6Br,3.8,35005,33.59215,-86.99833\n1541635200.0,HAA5,19.43,35005,33.59215,-86.99833\n1541635200.0,HAA9,22.53,35005,33.59215,-86.99833\n1541635200.0,HAA6Br,3.1,35005,33.59215,-86.99833\n1522627200.0,total permethrin,0.0,6339,41.44408,-71.99851\n1522627200.0,1-butanol,0.0,6339,41.44408,-71.99851\n1522627200.0,dimethipin,0.0,6339,41.44408,-71.99851\n1522627200.0,oxyfluorfen,0.0,6339,41.44408,-71.99851\n1522627200.0,quinoline,0.0,6339,41.44408,-71.99851\n1522627200.0,alpha-hexachlorocyclohexane,0.0,6339,41.44408,-71.99851\n1522627200.0,tebuconazole,0.0,6339,41.44408,-71.99851\n1522627200.0,2-methoxyethanol,0.0,6339,41.44408,-71.99851\n1522627200.0,o-toluidine,0.0,6339,41.44408,-71.99851\n1522627200.0,profenofos,0.0,6339,41.44408,-71.99851\n1522627200.0,tribufos,0.0,6339,41.44408,-71.99851\n1522627200.0,chlorpyrifos,0.0,6339,41.44408,-71.99851\n1522627200.0,butylated hydroxyanisole,0.0,6339,41.44408,-71.99851\n1522627200.0,2-propen-1-ol,0.0,6339,41.44408,-71.99851\n1522627200.0,manganese,4.976,6339,41.44408,-71.99851\n1522627200.0,ethoprop,0.0,6339,41.44408,-71.99851\n1522627200.0,germanium,0.0,6339,41.44408,-71.99851\n1528070400.0,total permethrin,0.0,6339,41.44408,-71.99851\n1528070400.0,1-butanol,0.0,6339,41.44408,-71.99851\n1528070400.0,dimethipin,0.0,6339,41.44408,-71.99851\n1528070400.0,oxyfluorfen,0.0,6339,41.44408,-71.99851\n1528070400.0,quinoline,0.0,6339,41.44408,-71.99851\n1528070400.0,alpha-hexachlorocyclohexane,0.0,6339,41.44408,-71.99851\n1528070400.0,tebuconazole,0.0,6339,41.44408,-71.99851\n1528070400.0,2-methoxyethanol,0.0,6339,41.44408,-71.99851\n1528070400.0,o-toluidine,0.0,6339,41.44408,-71.99851\n1528070400.0,profenofos,0.0,6339,41.44408,-71.99851\n1528070400.0,tribufos,0.0,6339,41.44408,-71.99851\n1528070400.0,chlorpyrifos,0.0,6339,41.44408,-71.99851\n1528070400.0,butylated hydroxyanisole,0.0,6339,41.44408,-71.99851\n1528070400.0,2-propen-1-ol,0.0,6339,41.44408,-71.99851\n1528070400.0,manganese,18.045,6339,41.44408,-71.99851\n1528070400.0,ethoprop,0.0,6339,41.44408,-71.99851\n1528070400.0,germanium,0.0,6339,41.44408,-71.99851\n1536019200.0,total permethrin,0.0,6339,41.44408,-71.99851\n1536019200.0,1-butanol,0.0,6339,41.44408,-71.99851\n1536019200.0,dimethipin,0.0,6339,41.44408,-71.99851\n1536019200.0,oxyfluorfen,0.0,6339,41.44408,-71.99851\n1536019200.0,quinoline,0.0,6339,41.44408,-71.99851\n1536019200.0,alpha-hexachlorocyclohexane,0.0,6339,41.44408,-71.99851\n1536019200.0,tebuconazole,0.0,6339,41.44408,-71.99851\n1536019200.0,2-methoxyethanol,0.0,6339,41.44408,-71.99851\n1536019200.0,o-toluidine,0.0,6339,41.44408,-71.99851\n1536019200.0,profenofos,0.0,6339,41.44408,-71.99851\n1536019200.0,tribufos,0.0,6339,41.44408,-71.99851\n1536019200.0,chlorpyrifos,0.0,6339,41.44408,-71.99851\n1536019200.0,butylated hydroxyanisole,0.0,6339,41.44408,-71.99851\n1536019200.0,2-propen-1-ol,0.0,6339,41.44408,-71.99851\n1536019200.0,manganese,27.482,6339,41.44408,-71.99851\n1536019200.0,ethoprop,0.0,6339,41.44408,-71.99851\n1536019200.0,germanium,0.0,6339,41.44408,-71.99851\n1543881600.0,total permethrin,0.0,6339,41.44408,-71.99851\n1543881600.0,1-butanol,0.0,6339,41.44408,-71.99851\n1543881600.0,dimethipin,0.0,6339,41.44408,-71.99851\n1543881600.0,oxyfluorfen,0.0,6339,41.44408,-71.99851\n1550620800.0,quinoline,0.0,6339,41.44408,-71.99851\n1543881600.0,alpha-hexachlorocyclohexane,0.0,6339,41.44408,-71.99851\n1543881600.0,tebuconazole,0.0,6339,41.44408,-71.99851\n1543881600.0,2-methoxyethanol,0.0,6339,41.44408,-71.99851\n1550620800.0,o-toluidine,0.0,6339,41.44408,-71.99851\n1543881600.0,profenofos,0.0,6339,41.44408,-71.99851\n1543881600.0,tribufos,0.0,6339,41.44408,-71.99851\n1543881600.0,chlorpyrifos,0.0,6339,41.44408,-71.99851\n1550620800.0,butylated hydroxyanisole,0.0,6339,41.44408,-71.99851\n1543881600.0,2-propen-1-ol,0.0,6339,41.44408,-71.99851\n1543881600.0,manganese,8.949,6339,41.44408,-71.99851\n1543881600.0,ethoprop,0.0,6339,41.44408,-71.99851\n1543881600.0,germanium,0.0,6339,41.44408,-71.99851\n1522627200.0,HAA6Br,11.408,6339,41.44408,-71.99851\n1522627200.0,HAA9,40.535,6339,41.44408,-71.99851\n1522627200.0,HAA5,29.643,6339,41.44408,-71.99851\n1528070400.0,HAA6Br,10.543,6339,41.44408,-71.99851\n1528070400.0,HAA9,52.079,6339,41.44408,-71.99851\n1528070400.0,HAA5,42.602,6339,41.44408,-71.99851\n1536019200.0,HAA6Br,8.943,6339,41.44408,-71.99851\n1536019200.0,HAA9,23.006,6339,41.44408,-71.99851\n1536019200.0,HAA5,15.501,6339,41.44408,-71.99851\n1543881600.0,HAA6Br,11.502,6339,41.44408,-71.99851\n1543881600.0,HAA9,29.425,6339,41.44408,-71.99851\n1543881600.0,HAA5,19.545,6339,41.44408,-71.99851\n1522627200.0,HAA6Br,10.822,6339,41.44408,-71.99851\n1522627200.0,HAA9,36.732,6339,41.44408,-71.99851\n1522627200.0,HAA5,26.422,6339,41.44408,-71.99851\n1528070400.0,HAA6Br,11.057,6339,41.44408,-71.99851\n1528070400.0,HAA9,52.347,6339,41.44408,-71.99851\n1528070400.0,HAA5,42.34,6339,41.44408,-71.99851\n1536019200.0,HAA6Br,9.137,6339,41.44408,-71.99851\n1536019200.0,HAA9,27.152,6339,41.44408,-71.99851\n1536019200.0,HAA5,19.231,6339,41.44408,-71.99851\n1543881600.0,HAA6Br,11.277,6339,41.44408,-71.99851\n1543881600.0,HAA9,32.134,6339,41.44408,-71.99851\n1543881600.0,HAA5,22.223,6339,41.44408,-71.99851\n1546473600.0,HAA9,19.1,48858,43.61483,-84.79576\n1546473600.0,HAA5,9.5,48858,43.61483,-84.79576\n1546473600.0,HAA6Br,11.8,48858,43.61483,-84.79576\n1562025600.0,HAA9,17.13,48858,43.61483,-84.79576\n1562025600.0,HAA5,6.83,48858,43.61483,-84.79576\n1562025600.0,HAA6Br,12.63,48858,43.61483,-84.79576\n1570579200.0,HAA9,25.52,48858,43.61483,-84.79576\n1570579200.0,HAA5,12.92,48858,43.61483,-84.79576\n1570579200.0,HAA6Br,17.82,48858,43.61483,-84.79576\n1546473600.0,HAA9,24.37,48858,43.61483,-84.79576\n1546473600.0,HAA5,15.27,48858,43.61483,-84.79576\n1546473600.0,HAA6Br,12.27,48858,43.61483,-84.79576\n1562025600.0,HAA9,21.73,48858,43.61483,-84.79576\n1562025600.0,HAA5,10.23,48858,43.61483,-84.79576\n1562025600.0,HAA6Br,16.03,48858,43.61483,-84.79576\n1570579200.0,HAA9,24.19,48858,43.61483,-84.79576\n1570579200.0,HAA5,12.69,48858,43.61483,-84.79576\n1570579200.0,HAA6Br,15.69,48858,43.61483,-84.79576\n1546473600.0,HAA9,26.21,48858,43.61483,-84.79576\n1546473600.0,HAA5,14.81,48858,43.61483,-84.79576\n1546473600.0,HAA6Br,14.41,48858,43.61483,-84.79576\n1562025600.0,HAA9,21.45,48858,43.61483,-84.79576\n1562025600.0,HAA5,9.85,48858,43.61483,-84.79576\n1562025600.0,HAA6Br,15.85,48858,43.61483,-84.79576\n1570579200.0,HAA9,24.76,48858,43.61483,-84.79576\n1570579200.0,HAA5,12.96,48858,43.61483,-84.79576\n1570579200.0,HAA6Br,15.96,48858,43.61483,-84.79576\n1546473600.0,HAA9,26.99,48858,43.61483,-84.79576\n1546473600.0,HAA5,15.29,48858,43.61483,-84.79576\n1546473600.0,HAA6Br,14.89,48858,43.61483,-84.79576\n1562025600.0,HAA9,22.85,48858,43.61483,-84.79576\n1562025600.0,HAA5,11.05,48858,43.61483,-84.79576\n1562025600.0,HAA6Br,16.35,48858,43.61483,-84.79576\n1570579200.0,HAA9,25.87,48858,43.61483,-84.79576\n1570579200.0,HAA5,13.77,48858,43.61483,-84.79576\n1570579200.0,HAA6Br,16.37,48858,43.61483,-84.79576\n1546473600.0,profenofos,0.0,48858,43.61483,-84.79576\n1546473600.0,butylated hydroxyanisole,0.0,48858,43.61483,-84.79576\n1546473600.0,chlorpyrifos,0.0,48858,43.61483,-84.79576\n1546473600.0,quinoline,0.0,48858,43.61483,-84.79576\n1546473600.0,alpha-hexachlorocyclohexane,0.0,48858,43.61483,-84.79576\n1546473600.0,oxyfluorfen,0.0,48858,43.61483,-84.79576\n1546473600.0,tebuconazole,0.0,48858,43.61483,-84.79576\n1557273600.0,cylindrospermopsin,0.0,48858,43.61483,-84.79576\n1546473600.0,2-methoxyethanol,0.0,48858,43.61483,-84.79576\n1546473600.0,o-toluidine,0.0,48858,43.61483,-84.79576\n1546473600.0,ethoprop,0.0,48858,43.61483,-84.79576\n1546473600.0,manganese,0.61,48858,43.61483,-84.79576\n1546473600.0,germanium,0.0,48858,43.61483,-84.79576\n1557273600.0,total microcystins,0.0,48858,43.61483,-84.79576\n1546473600.0,total permethrin,0.0,48858,43.61483,-84.79576\n1546473600.0,1-butanol,0.0,48858,43.61483,-84.79576\n1546473600.0,2-propen-1-ol,0.0,48858,43.61483,-84.79576\n1546473600.0,tribufos,0.0,48858,43.61483,-84.79576\n1546473600.0,dimethipin,0.0,48858,43.61483,-84.79576\n1557273600.0,anatoxin-a,0.0,48858,43.61483,-84.79576\n1558310400.0,cylindrospermopsin,0.0,48858,43.61483,-84.79576\n1558310400.0,total microcystins,0.0,48858,43.61483,-84.79576\n1558310400.0,anatoxin-a,0.0,48858,43.61483,-84.79576\n1562025600.0,profenofos,0.0,48858,43.61483,-84.79576\n1562025600.0,butylated hydroxyanisole,0.0,48858,43.61483,-84.79576\n1562025600.0,chlorpyrifos,0.0,48858,43.61483,-84.79576\n1562025600.0,quinoline,0.0,48858,43.61483,-84.79576\n1562025600.0,alpha-hexachlorocyclohexane,0.0,48858,43.61483,-84.79576\n1562025600.0,oxyfluorfen,0.0,48858,43.61483,-84.79576\n1562025600.0,tebuconazole,0.0,48858,43.61483,-84.79576\n1559692800.0,cylindrospermopsin,0.0,48858,43.61483,-84.79576\n1562025600.0,2-methoxyethanol,0.0,48858,43.61483,-84.79576\n1562025600.0,o-toluidine,0.0,48858,43.61483,-84.79576\n1562025600.0,ethoprop,0.0,48858,43.61483,-84.79576\n1562025600.0,manganese,1.3,48858,43.61483,-84.79576\n1562025600.0,germanium,0.0,48858,43.61483,-84.79576\n1559692800.0,total microcystins,0.0,48858,43.61483,-84.79576\n1562025600.0,total permethrin,0.0,48858,43.61483,-84.79576\n1562025600.0,1-butanol,0.0,48858,43.61483,-84.79576\n1562025600.0,2-propen-1-ol,0.0,48858,43.61483,-84.79576\n1562025600.0,tribufos,0.0,48858,43.61483,-84.79576\n1562025600.0,dimethipin,0.0,48858,43.61483,-84.79576\n1559692800.0,anatoxin-a,0.0,48858,43.61483,-84.79576\n1570579200.0,profenofos,0.0,48858,43.61483,-84.79576\n1570579200.0,butylated hydroxyanisole,0.0,48858,43.61483,-84.79576\n1570579200.0,chlorpyrifos,0.0,48858,43.61483,-84.79576\n1570579200.0,quinoline,0.0,48858,43.61483,-84.79576\n1570579200.0,alpha-hexachlorocyclohexane,0.0,48858,43.61483,-84.79576\n1570579200.0,oxyfluorfen,0.0,48858,43.61483,-84.79576\n1570579200.0,tebuconazole,0.0,48858,43.61483,-84.79576\n1560816000.0,cylindrospermopsin,0.0,48858,43.61483,-84.79576\n1570579200.0,2-methoxyethanol,0.0,48858,43.61483,-84.79576\n1570579200.0,o-toluidine,0.0,48858,43.61483,-84.79576\n1570579200.0,ethoprop,0.0,48858,43.61483,-84.79576\n1570579200.0,manganese,0.0,48858,43.61483,-84.79576\n1570579200.0,germanium,0.0,48858,43.61483,-84.79576\n1560816000.0,total microcystins,0.0,48858,43.61483,-84.79576\n1570579200.0,total permethrin,0.0,48858,43.61483,-84.79576\n1570579200.0,1-butanol,0.0,48858,43.61483,-84.79576\n1570579200.0,2-propen-1-ol,0.0,48858,43.61483,-84.79576\n1570579200.0,tribufos,0.0,48858,43.61483,-84.79576\n1570579200.0,dimethipin,0.0,48858,43.61483,-84.79576\n1560816000.0,anatoxin-a,0.0,48858,43.61483,-84.79576\n1562025600.0,cylindrospermopsin,0.0,48858,43.61483,-84.79576\n1562025600.0,total microcystins,0.0,48858,43.61483,-84.79576\n1562025600.0,anatoxin-a,0.0,48858,43.61483,-84.79576\n1563148800.0,cylindrospermopsin,0.0,48858,43.61483,-84.79576\n1563148800.0,total microcystins,0.0,48858,43.61483,-84.79576\n1563148800.0,anatoxin-a,0.0,48858,43.61483,-84.79576\n1564963200.0,cylindrospermopsin,0.0,48858,43.61483,-84.79576\n1564963200.0,total microcystins,0.0,48858,43.61483,-84.79576\n1564963200.0,anatoxin-a,0.0,48858,43.61483,-84.79576\n1566259200.0,cylindrospermopsin,0.0,48858,43.61483,-84.79576\n1566259200.0,total microcystins,0.0,48858,43.61483,-84.79576\n1566259200.0,anatoxin-a,0.0,48858,43.61483,-84.79576\n1583712000.0,manganese,2.5,48858,43.61483,-84.79576\n1583712000.0,total permethrin,0.0,48858,43.61483,-84.79576\n1583712000.0,o-toluidine,0.0,48858,43.61483,-84.79576\n1583712000.0,tribufos,0.0,48858,43.61483,-84.79576\n1583712000.0,germanium,0.0,48858,43.61483,-84.79576\n1583712000.0,quinoline,0.0,48858,43.61483,-84.79576\n1583712000.0,1-butanol,0.0,48858,43.61483,-84.79576\n1583712000.0,2-methoxyethanol,0.0,48858,43.61483,-84.79576\n1583712000.0,dimethipin,0.0,48858,43.61483,-84.79576\n1583712000.0,chlorpyrifos,0.0,48858,43.61483,-84.79576\n1583712000.0,oxyfluorfen,0.0,48858,43.61483,-84.79576\n1583712000.0,profenofos,0.0,48858,43.61483,-84.79576\n1583712000.0,alpha-hexachlorocyclohexane,0.0,48858,43.61483,-84.79576\n1583712000.0,2-propen-1-ol,0.0,48858,43.61483,-84.79576\n1583712000.0,ethoprop,0.0,48858,43.61483,-84.79576\n1583712000.0,tebuconazole,0.0,48858,43.61483,-84.79576\n1583712000.0,butylated hydroxyanisole,0.0,48858,43.61483,-84.79576\n1600128000.0,HAA5,2.5,48858,43.61483,-84.79576\n1600128000.0,HAA9,4.2,48858,43.61483,-84.79576\n1600128000.0,HAA6Br,3.2,48858,43.61483,-84.79576\n1600128000.0,HAA5,5.6,48858,43.61483,-84.79576\n1600128000.0,HAA9,15.8,48858,43.61483,-84.79576\n1600128000.0,HAA6Br,11.4,48858,43.61483,-84.79576\n1583712000.0,manganese,52.4,48858,43.61483,-84.79576\n1583712000.0,total permethrin,0.0,48858,43.61483,-84.79576\n1583712000.0,o-toluidine,0.0,48858,43.61483,-84.79576\n1583712000.0,tribufos,0.0,48858,43.61483,-84.79576\n1583712000.0,germanium,0.0,48858,43.61483,-84.79576\n1583712000.0,quinoline,0.0,48858,43.61483,-84.79576\n1583712000.0,1-butanol,0.0,48858,43.61483,-84.79576\n1583712000.0,2-methoxyethanol,0.0,48858,43.61483,-84.79576\n1583712000.0,dimethipin,0.0,48858,43.61483,-84.79576\n1583712000.0,chlorpyrifos,0.0,48858,43.61483,-84.79576\n1583712000.0,oxyfluorfen,0.0,48858,43.61483,-84.79576\n1583712000.0,profenofos,0.0,48858,43.61483,-84.79576\n1583712000.0,alpha-hexachlorocyclohexane,0.0,48858,43.61483,-84.79576\n1583712000.0,2-propen-1-ol,0.0,48858,43.61483,-84.79576\n1583712000.0,ethoprop,0.0,48858,43.61483,-84.79576\n1583712000.0,tebuconazole,0.0,48858,43.61483,-84.79576\n1583712000.0,butylated hydroxyanisole,0.0,48858,43.61483,-84.79576\n1600128000.0,manganese,110.0,48858,43.61483,-84.79576\n1600128000.0,total permethrin,0.0,48858,43.61483,-84.79576\n1600128000.0,o-toluidine,0.0,48858,43.61483,-84.79576\n1600128000.0,tribufos,0.0,48858,43.61483,-84.79576\n1600128000.0,germanium,0.0,48858,43.61483,-84.79576\n1600128000.0,quinoline,0.0,48858,43.61483,-84.79576\n1600128000.0,1-butanol,0.0,48858,43.61483,-84.79576\n1600128000.0,2-methoxyethanol,26.3,48858,43.61483,-84.79576\n1600128000.0,dimethipin,0.0,48858,43.61483,-84.79576\n1600128000.0,chlorpyrifos,0.0,48858,43.61483,-84.79576\n1600128000.0,oxyfluorfen,0.0,48858,43.61483,-84.79576\n1600128000.0,profenofos,0.0,48858,43.61483,-84.79576\n1600128000.0,alpha-hexachlorocyclohexane,0.0,48858,43.61483,-84.79576\n1600128000.0,2-propen-1-ol,0.0,48858,43.61483,-84.79576\n1600128000.0,ethoprop,0.0,48858,43.61483,-84.79576\n1600128000.0,tebuconazole,0.0,48858,43.61483,-84.79576\n1600128000.0,butylated hydroxyanisole,0.0,48858,43.61483,-84.79576\n1583712000.0,manganese,31.7,48858,43.61483,-84.79576\n1583712000.0,total permethrin,0.0,48858,43.61483,-84.79576\n1583712000.0,o-toluidine,0.0,48858,43.61483,-84.79576\n1583712000.0,tribufos,0.0,48858,43.61483,-84.79576\n1583712000.0,germanium,0.0,48858,43.61483,-84.79576\n1583712000.0,quinoline,0.0,48858,43.61483,-84.79576\n1583712000.0,1-butanol,0.0,48858,43.61483,-84.79576\n1583712000.0,2-methoxyethanol,0.0,48858,43.61483,-84.79576\n1583712000.0,dimethipin,0.0,48858,43.61483,-84.79576\n1583712000.0,chlorpyrifos,0.0,48858,43.61483,-84.79576\n1583712000.0,oxyfluorfen,0.0,48858,43.61483,-84.79576\n1583712000.0,profenofos,0.0,48858,43.61483,-84.79576\n1583712000.0,alpha-hexachlorocyclohexane,0.0,48858,43.61483,-84.79576\n1583712000.0,2-propen-1-ol,0.0,48858,43.61483,-84.79576\n1583712000.0,ethoprop,0.0,48858,43.61483,-84.79576\n1583712000.0,tebuconazole,0.0,48858,43.61483,-84.79576\n1583712000.0,butylated hydroxyanisole,0.0,48858,43.61483,-84.79576\n1600128000.0,manganese,15.9,48858,43.61483,-84.79576\n1600128000.0,total permethrin,0.0,48858,43.61483,-84.79576\n1600128000.0,o-toluidine,0.0,48858,43.61483,-84.79576\n1600128000.0,tribufos,0.0,48858,43.61483,-84.79576\n1600128000.0,germanium,0.0,48858,43.61483,-84.79576\n1600128000.0,quinoline,0.0,48858,43.61483,-84.79576\n1600128000.0,1-butanol,0.0,48858,43.61483,-84.79576\n1600128000.0,2-methoxyethanol,5.1,48858,43.61483,-84.79576\n1600128000.0,dimethipin,0.0,48858,43.61483,-84.79576\n1600128000.0,chlorpyrifos,0.0,48858,43.61483,-84.79576\n1600128000.0,oxyfluorfen,0.0,48858,43.61483,-84.79576\n1600128000.0,profenofos,0.0,48858,43.61483,-84.79576\n1600128000.0,alpha-hexachlorocyclohexane,0.0,48858,43.61483,-84.79576\n1600128000.0,2-propen-1-ol,0.0,48858,43.61483,-84.79576\n1600128000.0,ethoprop,0.0,48858,43.61483,-84.79576\n1600128000.0,tebuconazole,0.0,48858,43.61483,-84.79576\n1600128000.0,butylated hydroxyanisole,0.0,48858,43.61483,-84.79576\n1526860800.0,HAA9,10.5,98221,48.50401,-122.65435\n1526860800.0,HAA5,10.0,98221,48.50401,-122.65435\n1526860800.0,HAA6Br,0.5,98221,48.50401,-122.65435\n1534723200.0,HAA9,8.9,98221,48.50401,-122.65435\n1534723200.0,HAA5,8.1,98221,48.50401,-122.65435\n1534723200.0,HAA6Br,0.8,98221,48.50401,-122.65435\n1541721600.0,HAA9,12.5,98221,48.50401,-122.65435\n1541721600.0,HAA5,12.5,98221,48.50401,-122.65435\n1541721600.0,HAA6Br,0.0,98221,48.50401,-122.65435\n1550102400.0,HAA9,11.3,98221,48.50401,-122.65435\n1550102400.0,HAA5,10.3,98221,48.50401,-122.65435\n1550102400.0,HAA6Br,1.0,98221,48.50401,-122.65435\n1526860800.0,HAA9,10.3,98221,48.50401,-122.65435\n1526860800.0,HAA5,9.8,98221,48.50401,-122.65435\n1526860800.0,HAA6Br,0.5,98221,48.50401,-122.65435\n1534723200.0,HAA9,14.1,98221,48.50401,-122.65435\n1534723200.0,HAA5,13.3,98221,48.50401,-122.65435\n1534723200.0,HAA6Br,0.8,98221,48.50401,-122.65435\n1541721600.0,HAA9,18.0,98221,48.50401,-122.65435\n1541721600.0,HAA5,17.7,98221,48.50401,-122.65435\n1541721600.0,HAA6Br,0.3,98221,48.50401,-122.65435\n1550102400.0,HAA6Br,1.0,98221,48.50401,-122.65435\n1550102400.0,HAA5,12.0,98221,48.50401,-122.65435\n1550102400.0,HAA9,13.0,98221,48.50401,-122.65435\n1526860800.0,HAA5,11.7,98221,48.50401,-122.65435\n1526860800.0,HAA6Br,0.5,98221,48.50401,-122.65435\n1526860800.0,HAA9,12.2,98221,48.50401,-122.65435\n1534723200.0,HAA5,12.1,98221,48.50401,-122.65435\n1534723200.0,HAA6Br,0.9,98221,48.50401,-122.65435\n1534723200.0,HAA9,13.0,98221,48.50401,-122.65435\n1541721600.0,HAA5,19.0,98221,48.50401,-122.65435\n1541721600.0,HAA6Br,0.0,98221,48.50401,-122.65435\n1541721600.0,HAA9,19.0,98221,48.50401,-122.65435\n1550102400.0,HAA5,13.7,98221,48.50401,-122.65435\n1550102400.0,HAA6Br,1.2,98221,48.50401,-122.65435\n1550102400.0,HAA9,14.9,98221,48.50401,-122.65435\n1526860800.0,HAA5,10.7,98221,48.50401,-122.65435\n1526860800.0,HAA6Br,0.5,98221,48.50401,-122.65435\n1526860800.0,HAA9,11.2,98221,48.50401,-122.65435\n1534723200.0,HAA5,8.2,98221,48.50401,-122.65435\n1534723200.0,HAA6Br,0.8,98221,48.50401,-122.65435\n1534723200.0,HAA9,9.0,98221,48.50401,-122.65435\n1541721600.0,HAA5,13.3,98221,48.50401,-122.65435\n1541721600.0,HAA6Br,0.0,98221,48.50401,-122.65435\n1541721600.0,HAA9,13.3,98221,48.50401,-122.65435\n1550102400.0,HAA5,10.9,98221,48.50401,-122.65435\n1550102400.0,HAA6Br,1.0,98221,48.50401,-122.65435\n1550102400.0,HAA9,11.9,98221,48.50401,-122.65435\n1526860800.0,2-methoxyethanol,0.0,98221,48.50401,-122.65435\n1526860800.0,germanium,0.0,98221,48.50401,-122.65435\n1526860800.0,dimethipin,0.0,98221,48.50401,-122.65435\n1526860800.0,2-propen-1-ol,0.0,98221,48.50401,-122.65435\n1526860800.0,butylated hydroxyanisole,0.0,98221,48.50401,-122.65435\n1526860800.0,manganese,2.4,98221,48.50401,-122.65435\n1526860800.0,tribufos,0.0,98221,48.50401,-122.65435\n1526860800.0,alpha-hexachlorocyclohexane,0.0,98221,48.50401,-122.65435\n1526860800.0,ethoprop,0.0,98221,48.50401,-122.65435\n1526860800.0,chlorpyrifos,0.0,98221,48.50401,-122.65435\n1526860800.0,tebuconazole,0.0,98221,48.50401,-122.65435\n1526860800.0,o-toluidine,0.0,98221,48.50401,-122.65435\n1526860800.0,total permethrin,0.0,98221,48.50401,-122.65435\n1526860800.0,1-butanol,0.0,98221,48.50401,-122.65435\n1526860800.0,profenofos,0.0,98221,48.50401,-122.65435\n1554076800.0,cylindrospermopsin,0.0,98221,48.50401,-122.65435\n1526860800.0,quinoline,0.0,98221,48.50401,-122.65435\n1554076800.0,anatoxin-a,0.0,98221,48.50401,-122.65435\n1526860800.0,oxyfluorfen,0.0,98221,48.50401,-122.65435\n1534723200.0,2-methoxyethanol,0.0,98221,48.50401,-122.65435\n1534723200.0,germanium,0.0,98221,48.50401,-122.65435\n1534723200.0,dimethipin,0.0,98221,48.50401,-122.65435\n1534723200.0,2-propen-1-ol,0.0,98221,48.50401,-122.65435\n1534723200.0,butylated hydroxyanisole,0.0,98221,48.50401,-122.65435\n1534723200.0,manganese,9.8,98221,48.50401,-122.65435\n1534723200.0,tribufos,0.0,98221,48.50401,-122.65435\n1534723200.0,alpha-hexachlorocyclohexane,0.0,98221,48.50401,-122.65435\n1534723200.0,ethoprop,0.0,98221,48.50401,-122.65435\n1534723200.0,chlorpyrifos,0.0,98221,48.50401,-122.65435\n1534723200.0,tebuconazole,0.0,98221,48.50401,-122.65435\n1534723200.0,o-toluidine,0.0,98221,48.50401,-122.65435\n1534723200.0,total permethrin,0.0,98221,48.50401,-122.65435\n1534723200.0,1-butanol,0.0,98221,48.50401,-122.65435\n1555286400.0,total microcystins,0.0,98221,48.50401,-122.65435\n1534723200.0,profenofos,0.0,98221,48.50401,-122.65435\n1555286400.0,cylindrospermopsin,0.0,98221,48.50401,-122.65435\n1534723200.0,quinoline,0.0,98221,48.50401,-122.65435\n1555286400.0,anatoxin-a,0.0,98221,48.50401,-122.65435\n1534723200.0,oxyfluorfen,0.0,98221,48.50401,-122.65435\n1541721600.0,2-methoxyethanol,0.0,98221,48.50401,-122.65435\n1541721600.0,germanium,0.0,98221,48.50401,-122.65435\n1541721600.0,dimethipin,0.0,98221,48.50401,-122.65435\n1541721600.0,2-propen-1-ol,0.0,98221,48.50401,-122.65435\n1546560000.0,butylated hydroxyanisole,0.0,98221,48.50401,-122.65435\n1541721600.0,manganese,4.1,98221,48.50401,-122.65435\n1541721600.0,tribufos,0.0,98221,48.50401,-122.65435\n1541721600.0,alpha-hexachlorocyclohexane,0.0,98221,48.50401,-122.65435\n1541721600.0,ethoprop,0.0,98221,48.50401,-122.65435\n1541721600.0,chlorpyrifos,0.0,98221,48.50401,-122.65435\n1541721600.0,tebuconazole,0.0,98221,48.50401,-122.65435\n1546560000.0,o-toluidine,0.0,98221,48.50401,-122.65435\n1541721600.0,total permethrin,0.0,98221,48.50401,-122.65435\n1541721600.0,1-butanol,0.0,98221,48.50401,-122.65435\n1556668800.0,total microcystins,0.0,98221,48.50401,-122.65435\n1541721600.0,profenofos,0.0,98221,48.50401,-122.65435\n1556668800.0,cylindrospermopsin,0.0,98221,48.50401,-122.65435\n1546560000.0,quinoline,0.0,98221,48.50401,-122.65435\n1556668800.0,anatoxin-a,0.0,98221,48.50401,-122.65435\n1541721600.0,oxyfluorfen,0.0,98221,48.50401,-122.65435\n1550102400.0,2-methoxyethanol,0.0,98221,48.50401,-122.65435\n1550102400.0,germanium,0.0,98221,48.50401,-122.65435\n1550102400.0,dimethipin,0.0,98221,48.50401,-122.65435\n1550102400.0,2-propen-1-ol,0.0,98221,48.50401,-122.65435\n1550102400.0,butylated hydroxyanisole,0.0,98221,48.50401,-122.65435\n1550102400.0,manganese,3.0,98221,48.50401,-122.65435\n1550102400.0,tribufos,0.0,98221,48.50401,-122.65435\n1550102400.0,alpha-hexachlorocyclohexane,0.0,98221,48.50401,-122.65435\n1550102400.0,ethoprop,0.0,98221,48.50401,-122.65435\n1550102400.0,chlorpyrifos,0.0,98221,48.50401,-122.65435\n1550102400.0,tebuconazole,0.0,98221,48.50401,-122.65435\n1550102400.0,o-toluidine,0.0,98221,48.50401,-122.65435\n1550102400.0,total permethrin,0.0,98221,48.50401,-122.65435\n1550102400.0,1-butanol,0.0,98221,48.50401,-122.65435\n1557705600.0,total microcystins,0.0,98221,48.50401,-122.65435\n1550102400.0,profenofos,0.0,98221,48.50401,-122.65435\n1557705600.0,cylindrospermopsin,0.0,98221,48.50401,-122.65435\n1550102400.0,quinoline,0.0,98221,48.50401,-122.65435\n1557705600.0,anatoxin-a,0.0,98221,48.50401,-122.65435\n1550102400.0,oxyfluorfen,0.0,98221,48.50401,-122.65435\n1559606400.0,total microcystins,0.0,98221,48.50401,-122.65435\n1559606400.0,cylindrospermopsin,0.0,98221,48.50401,-122.65435\n1559606400.0,anatoxin-a,0.0,98221,48.50401,-122.65435\n1560729600.0,total microcystins,0.0,98221,48.50401,-122.65435\n1560729600.0,cylindrospermopsin,0.0,98221,48.50401,-122.65435\n1560729600.0,anatoxin-a,0.0,98221,48.50401,-122.65435\n1561939200.0,total microcystins,0.0,98221,48.50401,-122.65435\n1561939200.0,cylindrospermopsin,0.0,98221,48.50401,-122.65435\n1561939200.0,anatoxin-a,0.0,98221,48.50401,-122.65435\n1563148800.0,total microcystins,0.0,98221,48.50401,-122.65435\n1563148800.0,cylindrospermopsin,0.0,98221,48.50401,-122.65435\n1563148800.0,anatoxin-a,0.0,98221,48.50401,-122.65435\n1709510400.0,PFMPA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFBA,0.0,82520,42.65919,-108.63282\n1709510400.0,8:2 FTS,0.0,82520,42.65919,-108.63282\n1709510400.0,PFHxS,0.0,82520,42.65919,-108.63282\n1709510400.0,PFBS,0.0,82520,42.65919,-108.63282\n1709510400.0,PFHxA,0.0,82520,42.65919,-108.63282\n1709510400.0,NFDHA,0.0,82520,42.65919,-108.63282\n1709510400.0,lithium,0.0,82520,42.65919,-108.63282\n1709510400.0,NMeFOSAA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFUnA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFOS,0.0,82520,42.65919,-108.63282\n1709510400.0,PFHpA,0.0,82520,42.65919,-108.63282\n1709510400.0,11Cl-PF3OUdS,0.0,82520,42.65919,-108.63282\n1709510400.0,HFPO-DA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFPeS,0.0,82520,42.65919,-108.63282\n1709510400.0,9Cl-PF3ONS,0.0,82520,42.65919,-108.63282\n1709510400.0,6:2 FTS,0.0,82520,42.65919,-108.63282\n1709510400.0,4:2 FTS,0.0,82520,42.65919,-108.63282\n1709510400.0,PFDA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFNA,0.0,82520,42.65919,-108.63282\n1709510400.0,NEtFOSAA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFDoA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFMBA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFPeA,0.0,82520,42.65919,-108.63282\n1709510400.0,ADONA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFHpS,0.0,82520,42.65919,-108.63282\n1709510400.0,PFTA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFOA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFTrDA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFEESA,0.0,82520,42.65919,-108.63282\n1718668800.0,NEtFOSAA,0.0,82520,42.65919,-108.63282\n1718668800.0,NFDHA,0.0,82520,42.65919,-108.63282\n1718668800.0,PFNA,0.0,82520,42.65919,-108.63282\n1718668800.0,PFEESA,0.0,82520,42.65919,-108.63282\n1718668800.0,PFMBA,0.0,82520,42.65919,-108.63282\n1718668800.0,PFDA,0.0,82520,42.65919,-108.63282\n1718668800.0,NMeFOSAA,0.0,82520,42.65919,-108.63282\n1718668800.0,PFTA,0.0,82520,42.65919,-108.63282\n1718668800.0,PFPeA,0.0,82520,42.65919,-108.63282\n1718668800.0,PFOS,0.0,82520,42.65919,-108.63282\n1718668800.0,PFPeS,0.0,82520,42.65919,-108.63282\n1718668800.0,PFHpS,0.0,82520,42.65919,-108.63282\n1718668800.0,PFTrDA,0.0,82520,42.65919,-108.63282\n1718668800.0,PFUnA,0.0,82520,42.65919,-108.63282\n1718668800.0,PFMPA,0.0,82520,42.65919,-108.63282\n1718668800.0,PFHxA,0.0,82520,42.65919,-108.63282\n1718668800.0,9Cl-PF3ONS,0.0,82520,42.65919,-108.63282\n1718668800.0,11Cl-PF3OUdS,0.0,82520,42.65919,-108.63282\n1718668800.0,ADONA,0.0,82520,42.65919,-108.63282\n1718668800.0,PFHxS,0.0,82520,42.65919,-108.63282\n1718668800.0,6:2 FTS,0.0,82520,42.65919,-108.63282\n1718668800.0,PFHpA,0.0,82520,42.65919,-108.63282\n1718668800.0,PFOA,0.0093,82520,42.65919,-108.63282\n1718668800.0,4:2 FTS,0.0,82520,42.65919,-108.63282\n1718668800.0,PFBA,0.0,82520,42.65919,-108.63282\n1718668800.0,PFBS,0.0,82520,42.65919,-108.63282\n1718668800.0,lithium,0.0,82520,42.65919,-108.63282\n1718668800.0,HFPO-DA,0.0,82520,42.65919,-108.63282\n1718668800.0,8:2 FTS,0.0,82520,42.65919,-108.63282\n1718668800.0,PFDoA,0.0,82520,42.65919,-108.63282\n1709510400.0,4:2 FTS,0.0,82520,42.65919,-108.63282\n1709510400.0,PFMPA,0.0,82520,42.65919,-108.63282\n1709510400.0,8:2 FTS,0.0,82520,42.65919,-108.63282\n1709510400.0,PFHxS,0.0,82520,42.65919,-108.63282\n1709510400.0,NEtFOSAA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFBS,0.0,82520,42.65919,-108.63282\n1709510400.0,HFPO-DA,0.0,82520,42.65919,-108.63282\n1709510400.0,NFDHA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFPeS,0.0,82520,42.65919,-108.63282\n1709510400.0,lithium,0.0,82520,42.65919,-108.63282\n1709510400.0,PFTrDA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFBA,0.0,82520,42.65919,-108.63282\n1709510400.0,6:2 FTS,0.0,82520,42.65919,-108.63282\n1709510400.0,PFNA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFHpS,0.0,82520,42.65919,-108.63282\n1709510400.0,NMeFOSAA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFHxA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFHpA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFOS,0.0,82520,42.65919,-108.63282\n1709510400.0,PFDoA,0.0,82520,42.65919,-108.63282\n1709510400.0,ADONA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFDA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFUnA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFMBA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFPeA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFOA,0.0,82520,42.65919,-108.63282\n1709510400.0,11Cl-PF3OUdS,0.0,82520,42.65919,-108.63282\n1709510400.0,9Cl-PF3ONS,0.0,82520,42.65919,-108.63282\n1709510400.0,PFTA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFEESA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFMPA,0.0,82520,42.65919,-108.63282\n1709510400.0,8:2 FTS,0.0,82520,42.65919,-108.63282\n1709510400.0,9Cl-PF3ONS,0.0,82520,42.65919,-108.63282\n1709510400.0,NFDHA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFPeS,0.0,82520,42.65919,-108.63282\n1709510400.0,PFHpS,0.0,82520,42.65919,-108.63282\n1709510400.0,PFHpA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFHxA,0.0,82520,42.65919,-108.63282\n1709510400.0,HFPO-DA,0.0,82520,42.65919,-108.63282\n1709510400.0,NMeFOSAA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFHxS,0.0,82520,42.65919,-108.63282\n1709510400.0,PFOS,0.0,82520,42.65919,-108.63282\n1709510400.0,6:2 FTS,0.0,82520,42.65919,-108.63282\n1709510400.0,PFUnA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFNA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFBA,0.0,82520,42.65919,-108.63282\n1709510400.0,lithium,21.5,82520,42.65919,-108.63282\n1709510400.0,PFBS,0.0,82520,42.65919,-108.63282\n1709510400.0,PFDoA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFDA,0.0,82520,42.65919,-108.63282\n1709510400.0,ADONA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFMBA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFPeA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFOA,0.0,82520,42.65919,-108.63282\n1709510400.0,11Cl-PF3OUdS,0.0,82520,42.65919,-108.63282\n1709510400.0,PFTA,0.0,82520,42.65919,-108.63282\n1709510400.0,4:2 FTS,0.0,82520,42.65919,-108.63282\n1709510400.0,NEtFOSAA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFTrDA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFEESA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFMPA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFUnA,0.0,82520,42.65919,-108.63282\n1709510400.0,8:2 FTS,0.0,82520,42.65919,-108.63282\n1709510400.0,PFHxS,0.0,82520,42.65919,-108.63282\n1709510400.0,PFBS,0.0,82520,42.65919,-108.63282\n1709510400.0,NFDHA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFPeS,0.0,82520,42.65919,-108.63282\n1709510400.0,lithium,0.0,82520,42.65919,-108.63282\n1709510400.0,PFDoA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFNA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFHpS,0.0,82520,42.65919,-108.63282\n1709510400.0,NMeFOSAA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFHpA,0.0,82520,42.65919,-108.63282\n1709510400.0,11Cl-PF3OUdS,0.0,82520,42.65919,-108.63282\n1709510400.0,6:2 FTS,0.0,82520,42.65919,-108.63282\n1709510400.0,PFOA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFOS,0.0,82520,42.65919,-108.63282\n1709510400.0,PFBA,0.0,82520,42.65919,-108.63282\n1709510400.0,4:2 FTS,0.0,82520,42.65919,-108.63282\n1709510400.0,PFDA,0.0,82520,42.65919,-108.63282\n1709510400.0,HFPO-DA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFMBA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFPeA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFHxA,0.0,82520,42.65919,-108.63282\n1709510400.0,9Cl-PF3ONS,0.0,82520,42.65919,-108.63282\n1709510400.0,PFTA,0.0,82520,42.65919,-108.63282\n1709510400.0,NEtFOSAA,0.0,82520,42.65919,-108.63282\n1709510400.0,ADONA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFTrDA,0.0,82520,42.65919,-108.63282\n1709510400.0,PFEESA,0.0,82520,42.65919,-108.63282\n1709596800.0,PFOS,0.0,98221,48.50401,-122.65435\n1709596800.0,ADONA,0.0,98221,48.50401,-122.65435\n1709596800.0,NEtFOSAA,0.0,98221,48.50401,-122.65435\n1709596800.0,PFBA,0.0,98221,48.50401,-122.65435\n1709596800.0,PFMPA,0.0,98221,48.50401,-122.65435\n1709596800.0,PFPeS,0.0,98221,48.50401,-122.65435\n1709596800.0,PFTrDA,0.0,98221,48.50401,-122.65435\n1709596800.0,6:2 FTS,0.0,98221,48.50401,-122.65435\n1709596800.0,PFNA,0.0,98221,48.50401,-122.65435\n1709596800.0,PFHpS,0.0,98221,48.50401,-122.65435\n1709596800.0,NMeFOSAA,0.0,98221,48.50401,-122.65435\n1709596800.0,PFHpA,0.0,98221,48.50401,-122.65435\n1709596800.0,8:2 FTS,0.0,98221,48.50401,-122.65435\n1709596800.0,11Cl-PF3OUdS,0.0,98221,48.50401,-122.65435\n1709596800.0,NFDHA,0.0,98221,48.50401,-122.65435\n1709596800.0,PFDoA,0.0,98221,48.50401,-122.65435\n1709596800.0,PFHxA,0.0,98221,48.50401,-122.65435\n1709596800.0,PFPeA,0.0,98221,48.50401,-122.65435\n1709596800.0,PFBS,0.0,98221,48.50401,-122.65435\n1709596800.0,lithium,0.0,98221,48.50401,-122.65435\n1709596800.0,PFDA,0.0,98221,48.50401,-122.65435\n1709596800.0,4:2 FTS,0.0,98221,48.50401,-122.65435\n1709596800.0,PFHxS,0.0,98221,48.50401,-122.65435\n1709596800.0,PFTA,0.0,98221,48.50401,-122.65435\n1709596800.0,PFOA,0.0,98221,48.50401,-122.65435\n1709596800.0,PFUnA,0.0,98221,48.50401,-122.65435\n1709596800.0,9Cl-PF3ONS,0.0,98221,48.50401,-122.65435\n1709596800.0,PFMBA,0.0,98221,48.50401,-122.65435\n1709596800.0,HFPO-DA,0.0,98221,48.50401,-122.65435\n1709596800.0,PFEESA,0.0,98221,48.50401,-122.65435\n1717459200.0,NEtFOSAA,0.0,98221,48.50401,-122.65435\n1717459200.0,PFHxA,0.0,98221,48.50401,-122.65435\n1717459200.0,9Cl-PF3ONS,0.0,98221,48.50401,-122.65435\n1717459200.0,PFPeS,0.0,98221,48.50401,-122.65435\n1717459200.0,PFOS,0.0,98221,48.50401,-122.65435\n1717459200.0,NFDHA,0.0,98221,48.50401,-122.65435\n1717459200.0,PFHxS,0.0,98221,48.50401,-122.65435\n1717459200.0,NMeFOSAA,0.0,98221,48.50401,-122.65435\n1717459200.0,PFPeA,0.0,98221,48.50401,-122.65435\n1717459200.0,PFTA,0.0,98221,48.50401,-122.65435\n1717459200.0,PFOA,0.0,98221,48.50401,-122.65435\n1717459200.0,6:2 FTS,0.0,98221,48.50401,-122.65435\n1717459200.0,PFUnA,0.0,98221,48.50401,-122.65435\n1717459200.0,PFBA,0.0,98221,48.50401,-122.65435\n1717459200.0,PFTrDA,0.0,98221,48.50401,-122.65435\n1717459200.0,PFMPA,0.0,98221,48.50401,-122.65435\n1717459200.0,PFHpS,0.0,98221,48.50401,-122.65435\n1717459200.0,HFPO-DA,0.0,98221,48.50401,-122.65435\n1717459200.0,PFDA,0.0,98221,48.50401,-122.65435\n1717459200.0,ADONA,0.0,98221,48.50401,-122.65435\n1717459200.0,PFEESA,0.0,98221,48.50401,-122.65435\n1717459200.0,PFMBA,0.0,98221,48.50401,-122.65435\n1717459200.0,PFHpA,0.0,98221,48.50401,-122.65435\n1717459200.0,11Cl-PF3OUdS,0.0,98221,48.50401,-122.65435\n1717459200.0,4:2 FTS,0.0,98221,48.50401,-122.65435\n1717459200.0,PFBS,0.0,98221,48.50401,-122.65435\n1717459200.0,8:2 FTS,0.0,98221,48.50401,-122.65435\n1717459200.0,lithium,0.0,98221,48.50401,-122.65435\n1717459200.0,PFDoA,0.0,98221,48.50401,-122.65435\n1717459200.0,PFNA,0.0,98221,48.50401,-122.65435\n1724198400.0,PFUnA,0.0,35005,33.59215,-86.99833\n1724198400.0,PFTA,0.0,35005,33.59215,-86.99833\n1724198400.0,PFMPA,0.0,35005,33.59215,-86.99833\n1724198400.0,PFHpS,0.0,35005,33.59215,-86.99833\n1724198400.0,lithium,0.0,35005,33.59215,-86.99833\n1724198400.0,PFDoA,0.0,35005,33.59215,-86.99833\n1724198400.0,PFPeA,0.0,35005,33.59215,-86.99833\n1724198400.0,8:2 FTS,0.0,35005,33.59215,-86.99833\n1724198400.0,PFOA,0.0,35005,33.59215,-86.99833\n1724198400.0,HFPO-DA,0.0,35005,33.59215,-86.99833\n1724198400.0,4:2 FTS,0.0,35005,33.59215,-86.99833\n1724198400.0,6:2 FTS,0.0,35005,33.59215,-86.99833\n1724198400.0,PFNA,0.0,35005,33.59215,-86.99833\n1724198400.0,PFTrDA,0.0,35005,33.59215,-86.99833\n1724198400.0,PFMBA,0.0,35005,33.59215,-86.99833\n1724198400.0,PFHxA,0.0,35005,33.59215,-86.99833\n1724198400.0,NMeFOSAA,0.0,35005,33.59215,-86.99833\n1724198400.0,PFHpA,0.0,35005,33.59215,-86.99833\n1724198400.0,PFBA,0.0,35005,33.59215,-86.99833\n1724198400.0,11Cl-PF3OUdS,0.0,35005,33.59215,-86.99833\n1724198400.0,PFPeS,0.0,35005,33.59215,-86.99833\n1724198400.0,9Cl-PF3ONS,0.0,35005,33.59215,-86.99833\n1724198400.0,NEtFOSAA,0.0,35005,33.59215,-86.99833\n1724198400.0,PFEESA,0.0,35005,33.59215,-86.99833\n1724198400.0,PFHxS,0.0,35005,33.59215,-86.99833\n1724198400.0,PFDA,0.0,35005,33.59215,-86.99833\n1724198400.0,PFOS,0.0,35005,33.59215,-86.99833\n1724198400.0,NFDHA,0.0,35005,33.59215,-86.99833\n1724198400.0,PFBS,0.0,35005,33.59215,-86.99833\n1724198400.0,ADONA,0.0,35005,33.59215,-86.99833\n1727308800.0,PFUnA,0.0,35005,33.59215,-86.99833\n1727308800.0,PFMPA,0.0,35005,33.59215,-86.99833\n1727308800.0,PFHpS,0.0,35005,33.59215,-86.99833\n1724198400.0,lithium,0.0,35005,33.59215,-86.99833\n1727308800.0,PFDoA,0.0,35005,33.59215,-86.99833\n1727308800.0,PFPeA,0.0056,35005,33.59215,-86.99833\n1724198400.0,PFTA,0.0,35005,33.59215,-86.99833\n1727308800.0,8:2 FTS,0.0,35005,33.59215,-86.99833\n1727308800.0,PFOA,0.0,35005,33.59215,-86.99833\n1727308800.0,HFPO-DA,0.0,35005,33.59215,-86.99833\n1727308800.0,4:2 FTS,0.0,35005,33.59215,-86.99833\n1727308800.0,6:2 FTS,0.0058,35005,33.59215,-86.99833\n1727308800.0,PFNA,0.0,35005,33.59215,-86.99833\n1724198400.0,PFTrDA,0.0,35005,33.59215,-86.99833\n1727308800.0,PFMBA,0.0,35005,33.59215,-86.99833\n1727308800.0,PFHxA,0.0085,35005,33.59215,-86.99833\n1724198400.0,NMeFOSAA,0.0,35005,33.59215,-86.99833\n1727308800.0,PFHpA,0.0,35005,33.59215,-86.99833\n1727308800.0,PFBA,0.0,35005,33.59215,-86.99833\n1727308800.0,11Cl-PF3OUdS,0.0,35005,33.59215,-86.99833\n1727308800.0,PFPeS,0.0,35005,33.59215,-86.99833\n1727308800.0,9Cl-PF3ONS,0.0,35005,33.59215,-86.99833\n1724198400.0,NEtFOSAA,0.0,35005,33.59215,-86.99833\n1727308800.0,PFEESA,0.0,35005,33.59215,-86.99833\n1727308800.0,PFHxS,0.0,35005,33.59215,-86.99833\n1727308800.0,PFDA,0.0,35005,33.59215,-86.99833\n1727308800.0,PFOS,0.0,35005,33.59215,-86.99833\n1727308800.0,NFDHA,0.0,35005,33.59215,-86.99833\n1727308800.0,PFBS,0.0055,35005,33.59215,-86.99833\n1727308800.0,ADONA,0.0,35005,33.59215,-86.99833\n1724198400.0,PFUnA,0.0,35005,33.59215,-86.99833\n1724198400.0,PFTA,0.0,35005,33.59215,-86.99833\n1724198400.0,PFMPA,0.0,35005,33.59215,-86.99833\n1724198400.0,PFHpS,0.0,35005,33.59215,-86.99833\n1724198400.0,PFPeA,0.0,35005,33.59215,-86.99833\n1724198400.0,8:2 FTS,0.0,35005,33.59215,-86.99833\n1724198400.0,PFHxS,0.0,35005,33.59215,-86.99833\n1724198400.0,PFDA,0.0,35005,33.59215,-86.99833\n1724198400.0,HFPO-DA,0.0,35005,33.59215,-86.99833\n1724198400.0,4:2 FTS,0.0,35005,33.59215,-86.99833\n1724198400.0,6:2 FTS,0.0,35005,33.59215,-86.99833\n1724198400.0,PFOS,0.0,35005,33.59215,-86.99833\n1724198400.0,PFTrDA,0.0,35005,33.59215,-86.99833\n1724198400.0,PFMBA,0.0,35005,33.59215,-86.99833\n1724198400.0,NMeFOSAA,0.0,35005,33.59215,-86.99833\n1724198400.0,PFHxA,0.0,35005,33.59215,-86.99833\n1724198400.0,PFBA,0.0,35005,33.59215,-86.99833\n1724198400.0,11Cl-PF3OUdS,0.0,35005,33.59215,-86.99833\n1724198400.0,PFPeS,0.0,35005,33.59215,-86.99833\n1724198400.0,9Cl-PF3ONS,0.0,35005,33.59215,-86.99833\n1724198400.0,NEtFOSAA,0.0,35005,33.59215,-86.99833\n1724198400.0,PFEESA,0.0,35005,33.59215,-86.99833\n1724198400.0,PFHpA,0.0,35005,33.59215,-86.99833\n1724198400.0,PFOA,0.0,35005,33.59215,-86.99833\n1724198400.0,NFDHA,0.0,35005,33.59215,-86.99833\n1724198400.0,PFBS,0.0,35005,33.59215,-86.99833\n1724198400.0,lithium,0.0,35005,33.59215,-86.99833\n1724198400.0,ADONA,0.0,35005,33.59215,-86.99833\n1724198400.0,PFDoA,0.0,35005,33.59215,-86.99833\n1724198400.0,PFNA,0.0,35005,33.59215,-86.99833\n1724198400.0,PFUnA,0.0,35005,33.59215,-86.99833\n1724198400.0,PFTA,0.0,35005,33.59215,-86.99833\n1724198400.0,PFMPA,0.0,35005,33.59215,-86.99833\n1724198400.0,PFHpS,0.0,35005,33.59215,-86.99833\n1724198400.0,lithium,0.0,35005,33.59215,-86.99833\n1724198400.0,PFDoA,0.0,35005,33.59215,-86.99833\n1724198400.0,PFPeA,0.0,35005,33.59215,-86.99833\n1724198400.0,8:2 FTS,0.0,35005,33.59215,-86.99833\n1724198400.0,PFOA,0.0,35005,33.59215,-86.99833\n1724198400.0,HFPO-DA,0.0,35005,33.59215,-86.99833\n1724198400.0,4:2 FTS,0.0,35005,33.59215,-86.99833\n1724198400.0,6:2 FTS,0.0,35005,33.59215,-86.99833\n1724198400.0,PFNA,0.0,35005,33.59215,-86.99833\n1724198400.0,PFTrDA,0.0,35005,33.59215,-86.99833\n1724198400.0,PFMBA,0.0,35005,33.59215,-86.99833\n1724198400.0,PFHxA,0.0,35005,33.59215,-86.99833\n1724198400.0,NMeFOSAA,0.0,35005,33.59215,-86.99833\n1724198400.0,PFHpA,0.0,35005,33.59215,-86.99833\n1724198400.0,PFBA,0.0,35005,33.59215,-86.99833\n1724198400.0,11Cl-PF3OUdS,0.0,35005,33.59215,-86.99833\n1724198400.0,PFPeS,0.0,35005,33.59215,-86.99833\n1724198400.0,9Cl-PF3ONS,0.0,35005,33.59215,-86.99833\n1724198400.0,NEtFOSAA,0.0,35005,33.59215,-86.99833\n1724198400.0,PFEESA,0.0,35005,33.59215,-86.99833\n1724198400.0,PFHxS,0.0,35005,33.59215,-86.99833\n1724198400.0,PFDA,0.0,35005,33.59215,-86.99833\n1724198400.0,PFOS,0.0,35005,33.59215,-86.99833\n1724198400.0,NFDHA,0.0,35005,33.59215,-86.99833\n1724198400.0,PFBS,0.0,35005,33.59215,-86.99833\n1724198400.0,ADONA,0.0,35005,33.59215,-86.99833\n1709510400.0,6:2 FTS,0.0,35005,33.59215,-86.99833\n1709510400.0,11Cl-PF3OUdS,0.0,35005,33.59215,-86.99833\n1709510400.0,PFBS,0.0,35005,33.59215,-86.99833\n1709510400.0,HFPO-DA,0.0,35005,33.59215,-86.99833\n1709510400.0,NMeFOSAA,0.0,35005,33.59215,-86.99833\n1709510400.0,PFHxA,0.0,35005,33.59215,-86.99833\n1709510400.0,PFBA,0.0,35005,33.59215,-86.99833\n1709510400.0,PFMBA,0.0,35005,33.59215,-86.99833\n1709510400.0,PFHpA,0.0,35005,33.59215,-86.99833\n1709510400.0,4:2 FTS,0.0,35005,33.59215,-86.99833\n1709510400.0,PFHpS,0.0,35005,33.59215,-86.99833\n1709510400.0,PFPeA,0.0,35005,33.59215,-86.99833\n1709510400.0,PFOA,0.0,35005,33.59215,-86.99833\n1709510400.0,PFEESA,0.0,35005,33.59215,-86.99833\n1709510400.0,PFHxS,0.0,35005,33.59215,-86.99833\n1709510400.0,PFDA,0.0,35005,33.59215,-86.99833\n1709510400.0,PFOS,0.0,35005,33.59215,-86.99833\n1709510400.0,NFDHA,0.0,35005,33.59215,-86.99833\n1709510400.0,PFNA,0.0,35005,33.59215,-86.99833\n1709510400.0,PFTA,0.0,35005,33.59215,-86.99833\n1709510400.0,lithium,0.0,35005,33.59215,-86.99833\n1709510400.0,ADONA,0.0,35005,33.59215,-86.99833\n1709510400.0,PFUnA,0.0,35005,33.59215,-86.99833\n1709510400.0,PFMPA,0.0,35005,33.59215,-86.99833\n1709510400.0,PFPeS,0.0,35005,33.59215,-86.99833\n1709510400.0,9Cl-PF3ONS,0.0,35005,33.59215,-86.99833\n1709510400.0,NEtFOSAA,0.0,35005,33.59215,-86.99833\n1709510400.0,PFDoA,0.0,35005,33.59215,-86.99833\n1709510400.0,PFTrDA,0.0,35005,33.59215,-86.99833\n1709510400.0,8:2 FTS,0.0,35005,33.59215,-86.99833\n1717372800.0,PFOA,0.0,35005,33.59215,-86.99833\n1717372800.0,6:2 FTS,0.0,35005,33.59215,-86.99833\n1717372800.0,8:2 FTS,0.0,35005,33.59215,-86.99833\n1717372800.0,PFEESA,0.0,35005,33.59215,-86.99833\n1717372800.0,PFOS,0.0,35005,33.59215,-86.99833\n1717372800.0,PFMBA,0.0,35005,33.59215,-86.99833\n1717372800.0,NEtFOSAA,0.0,35005,33.59215,-86.99833\n1717372800.0,PFPeA,0.0,35005,33.59215,-86.99833\n1717372800.0,11Cl-PF3OUdS,0.0,35005,33.59215,-86.99833\n1717372800.0,PFUnA,0.0,35005,33.59215,-86.99833\n1717372800.0,PFBA,0.0,35005,33.59215,-86.99833\n1717372800.0,9Cl-PF3ONS,0.0,35005,33.59215,-86.99833\n1717372800.0,4:2 FTS,0.0,35005,33.59215,-86.99833\n1717372800.0,PFNA,0.0,35005,33.59215,-86.99833\n1717372800.0,NMeFOSAA,0.0,35005,33.59215,-86.99833\n1717372800.0,PFTA,0.0,35005,33.59215,-86.99833\n1717372800.0,PFTrDA,0.0,35005,33.59215,-86.99833\n1717372800.0,HFPO-DA,0.0,35005,33.59215,-86.99833\n1717372800.0,PFDoA,0.0,35005,33.59215,-86.99833\n1717372800.0,ADONA,0.0,35005,33.59215,-86.99833\n1717372800.0,PFDA,0.0,35005,33.59215,-86.99833\n1717372800.0,PFHxS,0.0,35005,33.59215,-86.99833\n1717372800.0,PFHxA,0.0,35005,33.59215,-86.99833\n1717372800.0,PFHpS,0.0,35005,33.59215,-86.99833\n1717372800.0,PFHpA,0.0,35005,33.59215,-86.99833\n1717372800.0,PFMPA,0.0,35005,33.59215,-86.99833\n1717372800.0,PFBS,0.0,35005,33.59215,-86.99833\n1717372800.0,NFDHA,0.0,35005,33.59215,-86.99833\n1717372800.0,PFPeS,0.0,35005,33.59215,-86.99833\n1717372800.0,lithium,0.0,35005,33.59215,-86.99833\n1725840000.0,11Cl-PF3OUdS,0.0,35005,33.59215,-86.99833\n1725840000.0,PFTA,0.0,35005,33.59215,-86.99833\n1725840000.0,PFMPA,0.0,35005,33.59215,-86.99833\n1725840000.0,PFHpS,0.0,35005,33.59215,-86.99833\n1725840000.0,PFBS,0.0,35005,33.59215,-86.99833\n1725840000.0,lithium,0.0,35005,33.59215,-86.99833\n1725840000.0,PFDoA,0.0,35005,33.59215,-86.99833\n1725840000.0,PFPeA,0.0,35005,33.59215,-86.99833\n1725840000.0,8:2 FTS,0.0,35005,33.59215,-86.99833\n1725840000.0,PFOA,0.0,35005,33.59215,-86.99833\n1725840000.0,HFPO-DA,0.0,35005,33.59215,-86.99833\n1725840000.0,4:2 FTS,0.0,35005,33.59215,-86.99833\n1725840000.0,6:2 FTS,0.0,35005,33.59215,-86.99833\n1725840000.0,PFNA,0.0,35005,33.59215,-86.99833\n1725840000.0,PFUnA,0.0,35005,33.59215,-86.99833\n1725840000.0,PFTrDA,0.0,35005,33.59215,-86.99833\n1725840000.0,PFMBA,0.0,35005,33.59215,-86.99833\n1725840000.0,PFHxA,0.0,35005,33.59215,-86.99833\n1725840000.0,NMeFOSAA,0.0,35005,33.59215,-86.99833\n1725840000.0,PFHpA,0.0,35005,33.59215,-86.99833\n1725840000.0,PFBA,0.0,35005,33.59215,-86.99833\n1725840000.0,9Cl-PF3ONS,0.0,35005,33.59215,-86.99833\n1725840000.0,PFPeS,0.0,35005,33.59215,-86.99833\n1725840000.0,NEtFOSAA,0.0,35005,33.59215,-86.99833\n1725840000.0,PFEESA,0.0,35005,33.59215,-86.99833\n1725840000.0,PFHxS,0.0,35005,33.59215,-86.99833\n1725840000.0,PFDA,0.0,35005,33.59215,-86.99833\n1725840000.0,PFOS,0.0,35005,33.59215,-86.99833\n1725840000.0,NFDHA,0.0,35005,33.59215,-86.99833\n1725840000.0,ADONA,0.0,35005,33.59215,-86.99833\n1686787200.0,NMeFOSAA,0.0,48858,43.61483,-84.79576\n1686787200.0,PFOA,0.0,48858,43.61483,-84.79576\n1686787200.0,PFUnA,0.0,48858,43.61483,-84.79576\n1686787200.0,lithium,0.0,48858,43.61483,-84.79576\n1686787200.0,PFHpA,0.0,48858,43.61483,-84.79576\n1686787200.0,NEtFOSAA,0.0,48858,43.61483,-84.79576\n1686787200.0,ADONA,0.0,48858,43.61483,-84.79576\n1686787200.0,9Cl-PF3ONS,0.0,48858,43.61483,-84.79576\n1686787200.0,11Cl-PF3OUdS,0.0,48858,43.61483,-84.79576\n1686787200.0,PFHpS,0.0,48858,43.61483,-84.79576\n1686787200.0,PFMBA,0.0,48858,43.61483,-84.79576\n1686787200.0,PFPeA,0.0,48858,43.61483,-84.79576\n1686787200.0,PFMPA,0.0,48858,43.61483,-84.79576\n1686787200.0,PFNA,0.0,48858,43.61483,-84.79576\n1686787200.0,PFOS,0.0,48858,43.61483,-84.79576\n1686787200.0,PFEESA,0.0,48858,43.61483,-84.79576\n1686787200.0,NFDHA,0.0,48858,43.61483,-84.79576\n1686787200.0,PFHxS,0.0,48858,43.61483,-84.79576\n1686787200.0,PFPeS,0.0,48858,43.61483,-84.79576\n1686787200.0,PFBS,0.0033,48858,43.61483,-84.79576\n1686787200.0,8:2 FTS,0.0,48858,43.61483,-84.79576\n1686787200.0,6:2 FTS,0.0,48858,43.61483,-84.79576\n1686787200.0,4:2 FTS,0.0,48858,43.61483,-84.79576\n1686787200.0,PFTA,0.0,48858,43.61483,-84.79576\n1686787200.0,PFDA,0.0,48858,43.61483,-84.79576\n1686787200.0,HFPO-DA,0.0,48858,43.61483,-84.79576\n1686787200.0,PFHxA,0.0,48858,43.61483,-84.79576\n1686787200.0,PFTrDA,0.0,48858,43.61483,-84.79576\n1686787200.0,PFDoA,0.0,48858,43.61483,-84.79576\n1686787200.0,PFBA,0.0,48858,43.61483,-84.79576\n1701820800.0,PFDA,0.0,48858,43.61483,-84.79576\n1701820800.0,PFHxS,0.0,48858,43.61483,-84.79576\n1701820800.0,PFBS,0.0048,48858,43.61483,-84.79576\n1701820800.0,HFPO-DA,0.0,48858,43.61483,-84.79576\n1701820800.0,lithium,0.0,48858,43.61483,-84.79576\n1701820800.0,NEtFOSAA,0.0,48858,43.61483,-84.79576\n1701820800.0,NFDHA,0.0,48858,43.61483,-84.79576\n1701820800.0,PFHxA,0.0,48858,43.61483,-84.79576\n1701820800.0,PFTrDA,0.0,48858,43.61483,-84.79576\n1701820800.0,PFBA,0.0,48858,43.61483,-84.79576\n1701820800.0,PFHpS,0.0,48858,43.61483,-84.79576\n1701820800.0,PFHpA,0.0,48858,43.61483,-84.79576\n1701820800.0,4:2 FTS,0.0,48858,43.61483,-84.79576\n1701820800.0,PFMBA,0.0,48858,43.61483,-84.79576\n1701820800.0,PFPeA,0.0,48858,43.61483,-84.79576\n1701820800.0,PFOA,0.0,48858,43.61483,-84.79576\n1701820800.0,PFOS,0.0,48858,43.61483,-84.79576\n1701820800.0,PFNA,0.0,48858,43.61483,-84.79576\n1701820800.0,11Cl-PF3OUdS,0.0,48858,43.61483,-84.79576\n1701820800.0,PFUnA,0.0,48858,43.61483,-84.79576\n1701820800.0,9Cl-PF3ONS,0.0,48858,43.61483,-84.79576\n1701820800.0,PFEESA,0.0,48858,43.61483,-84.79576\n1701820800.0,PFDoA,0.0,48858,43.61483,-84.79576\n1701820800.0,6:2 FTS,0.0,48858,43.61483,-84.79576\n1701820800.0,PFMPA,0.0,48858,43.61483,-84.79576\n1701820800.0,PFPeS,0.0,48858,43.61483,-84.79576\n1701820800.0,8:2 FTS,0.0,48858,43.61483,-84.79576\n1701820800.0,ADONA,0.0,48858,43.61483,-84.79576\n1701820800.0,PFTA,0.0,48858,43.61483,-84.79576\n1701820800.0,NMeFOSAA,0.0,48858,43.61483,-84.79576\n1686787200.0,9Cl-PF3ONS,0.0,48858,43.61483,-84.79576\n1686787200.0,ADONA,0.0,48858,43.61483,-84.79576\n1686787200.0,NMeFOSAA,0.0,48858,43.61483,-84.79576\n1686787200.0,PFOA,0.0,48858,43.61483,-84.79576\n1686787200.0,PFMBA,0.0,48858,43.61483,-84.79576\n1686787200.0,PFUnA,0.0,48858,43.61483,-84.79576\n1686787200.0,8:2 FTS,0.0,48858,43.61483,-84.79576\n1686787200.0,lithium,9.43,48858,43.61483,-84.79576\n1686787200.0,PFHpA,0.0,48858,43.61483,-84.79576\n1686787200.0,NEtFOSAA,0.0,48858,43.61483,-84.79576\n1686787200.0,11Cl-PF3OUdS,0.0,48858,43.61483,-84.79576\n1686787200.0,PFHpS,0.0,48858,43.61483,-84.79576\n1686787200.0,PFNA,0.0,48858,43.61483,-84.79576\n1686787200.0,PFOS,0.0,48858,43.61483,-84.79576\n1686787200.0,PFEESA,0.0,48858,43.61483,-84.79576\n1686787200.0,NFDHA,0.0,48858,43.61483,-84.79576\n1686787200.0,HFPO-DA,0.0,48858,43.61483,-84.79576\n1686787200.0,4:2 FTS,0.0,48858,43.61483,-84.79576\n1686787200.0,PFHxS,0.0,48858,43.61483,-84.79576\n1686787200.0,PFPeS,0.0,48858,43.61483,-84.79576\n1686787200.0,PFBS,0.0,48858,43.61483,-84.79576\n1686787200.0,PFPeA,0.0,48858,43.61483,-84.79576\n1686787200.0,6:2 FTS,0.0,48858,43.61483,-84.79576\n1686787200.0,PFBA,0.0,48858,43.61483,-84.79576\n1686787200.0,PFTA,0.0,48858,43.61483,-84.79576\n1686787200.0,PFDA,0.0,48858,43.61483,-84.79576\n1686787200.0,PFMPA,0.0,48858,43.61483,-84.79576\n1686787200.0,PFHxA,0.0,48858,43.61483,-84.79576\n1686787200.0,PFTrDA,0.0,48858,43.61483,-84.79576\n1686787200.0,PFDoA,0.0,48858,43.61483,-84.79576\n1701820800.0,PFEESA,0.0,48858,43.61483,-84.79576\n1701820800.0,NFDHA,0.0,48858,43.61483,-84.79576\n1701820800.0,HFPO-DA,0.0,48858,43.61483,-84.79576\n1701820800.0,PFHxS,0.0,48858,43.61483,-84.79576\n1701820800.0,PFPeS,0.0,48858,43.61483,-84.79576\n1701820800.0,PFBS,0.0,48858,43.61483,-84.79576\n1701820800.0,PFUnA,0.0,48858,43.61483,-84.79576\n1701820800.0,NMeFOSAA,0.0,48858,43.61483,-84.79576\n1701820800.0,lithium,0.0,48858,43.61483,-84.79576\n1701820800.0,PFDoA,0.0,48858,43.61483,-84.79576\n1701820800.0,8:2 FTS,0.0,48858,43.61483,-84.79576\n1701820800.0,PFNA,0.0,48858,43.61483,-84.79576\n1701820800.0,6:2 FTS,0.0,48858,43.61483,-84.79576\n1701820800.0,PFHxA,0.0,48858,43.61483,-84.79576\n1701820800.0,PFHpA,0.0,48858,43.61483,-84.79576\n1701820800.0,ADONA,0.0,48858,43.61483,-84.79576\n1701820800.0,9Cl-PF3ONS,0.0,48858,43.61483,-84.79576\n1701820800.0,PFOA,0.0,48858,43.61483,-84.79576\n1701820800.0,4:2 FTS,0.0,48858,43.61483,-84.79576\n1701820800.0,PFOS,0.0,48858,43.61483,-84.79576\n1701820800.0,PFDA,0.0,48858,43.61483,-84.79576\n1701820800.0,PFBA,0.0,48858,43.61483,-84.79576\n1701820800.0,PFHpS,0.0,48858,43.61483,-84.79576\n1701820800.0,PFTA,0.0,48858,43.61483,-84.79576\n1701820800.0,PFMBA,0.0,48858,43.61483,-84.79576\n1701820800.0,PFPeA,0.0,48858,43.61483,-84.79576\n1701820800.0,NEtFOSAA,0.0,48858,43.61483,-84.79576\n1701820800.0,PFMPA,0.0,48858,43.61483,-84.79576\n1701820800.0,11Cl-PF3OUdS,0.0,48858,43.61483,-84.79576\n1701820800.0,PFTrDA,0.0,48858,43.61483,-84.79576\n1686787200.0,NMeFOSAA,0.0,48858,43.61483,-84.79576\n1686787200.0,PFOA,0.0,48858,43.61483,-84.79576\n1686787200.0,PFUnA,0.0,48858,43.61483,-84.79576\n1686787200.0,lithium,0.0,48858,43.61483,-84.79576\n1686787200.0,PFHpA,0.0,48858,43.61483,-84.79576\n1686787200.0,NEtFOSAA,0.0,48858,43.61483,-84.79576\n1686787200.0,ADONA,0.0,48858,43.61483,-84.79576\n1686787200.0,9Cl-PF3ONS,0.0,48858,43.61483,-84.79576\n1686787200.0,11Cl-PF3OUdS,0.0,48858,43.61483,-84.79576\n1686787200.0,PFHpS,0.0,48858,43.61483,-84.79576\n1686787200.0,PFMBA,0.0,48858,43.61483,-84.79576\n1686787200.0,PFPeA,0.0,48858,43.61483,-84.79576\n1686787200.0,PFMPA,0.0,48858,43.61483,-84.79576\n1686787200.0,PFNA,0.0,48858,43.61483,-84.79576\n1686787200.0,PFOS,0.0,48858,43.61483,-84.79576\n1686787200.0,PFEESA,0.0,48858,43.61483,-84.79576\n1686787200.0,NFDHA,0.0,48858,43.61483,-84.79576\n1686787200.0,PFHxS,0.0,48858,43.61483,-84.79576\n1686787200.0,PFPeS,0.0,48858,43.61483,-84.79576\n1686787200.0,PFBS,0.0,48858,43.61483,-84.79576\n1686787200.0,8:2 FTS,0.0,48858,43.61483,-84.79576\n1686787200.0,6:2 FTS,0.0,48858,43.61483,-84.79576\n1686787200.0,4:2 FTS,0.0,48858,43.61483,-84.79576\n1686787200.0,PFTA,0.0,48858,43.61483,-84.79576\n1686787200.0,PFDA,0.0,48858,43.61483,-84.79576\n1686787200.0,HFPO-DA,0.0,48858,43.61483,-84.79576\n1686787200.0,PFHxA,0.0,48858,43.61483,-84.79576\n1686787200.0,PFTrDA,0.0,48858,43.61483,-84.79576\n1686787200.0,PFDoA,0.0,48858,43.61483,-84.79576\n1686787200.0,PFBA,0.0,48858,43.61483,-84.79576\n1701820800.0,PFEESA,0.0,48858,43.61483,-84.79576\n1701820800.0,NFDHA,0.0,48858,43.61483,-84.79576\n1701820800.0,4:2 FTS,0.0,48858,43.61483,-84.79576\n1701820800.0,PFHxS,0.0,48858,43.61483,-84.79576\n1701820800.0,PFPeS,0.0,48858,43.61483,-84.79576\n1701820800.0,PFBA,0.0,48858,43.61483,-84.79576\n1701820800.0,PFBS,0.0,48858,43.61483,-84.79576\n1701820800.0,NMeFOSAA,0.0,48858,43.61483,-84.79576\n1701820800.0,lithium,0.0,48858,43.61483,-84.79576\n1701820800.0,PFDoA,0.0,48858,43.61483,-84.79576\n1701820800.0,8:2 FTS,0.0,48858,43.61483,-84.79576\n1701820800.0,6:2 FTS,0.0,48858,43.61483,-84.79576\n1701820800.0,PFHpA,0.0,48858,43.61483,-84.79576\n1701820800.0,ADONA,0.0,48858,43.61483,-84.79576\n1701820800.0,PFNA,0.0,48858,43.61483,-84.79576\n1701820800.0,9Cl-PF3ONS,0.0,48858,43.61483,-84.79576\n1701820800.0,PFOA,0.0,48858,43.61483,-84.79576\n1701820800.0,PFOS,0.0,48858,43.61483,-84.79576\n1701820800.0,PFDA,0.0,48858,43.61483,-84.79576\n1701820800.0,HFPO-DA,0.0,48858,43.61483,-84.79576\n1701820800.0,11Cl-PF3OUdS,0.0,48858,43.61483,-84.79576\n1701820800.0,PFHxA,0.0,48858,43.61483,-84.79576\n1701820800.0,PFHpS,0.0,48858,43.61483,-84.79576\n1701820800.0,PFTA,0.0,48858,43.61483,-84.79576\n1701820800.0,PFMBA,0.0,48858,43.61483,-84.79576\n1701820800.0,PFPeA,0.0,48858,43.61483,-84.79576\n1701820800.0,NEtFOSAA,0.0,48858,43.61483,-84.79576\n1701820800.0,PFMPA,0.0,48858,43.61483,-84.79576\n1701820800.0,PFUnA,0.0,48858,43.61483,-84.79576\n1701820800.0,PFTrDA,0.0,48858,43.61483,-84.79576\n1679529600.0,PFEESA,0.0,98221,48.50401,-122.65435\n1679529600.0,NMeFOSAA,0.0,98221,48.50401,-122.65435\n1679529600.0,PFMBA,0.0,98221,48.50401,-122.65435\n1679529600.0,PFOA,0.0,98221,48.50401,-122.65435\n1679529600.0,PFUnA,0.0,98221,48.50401,-122.65435\n1679529600.0,lithium,0.0,98221,48.50401,-122.65435\n1679529600.0,PFDoA,0.0,98221,48.50401,-122.65435\n1679529600.0,PFHpA,0.0,98221,48.50401,-122.65435\n1679529600.0,ADONA,0.0,98221,48.50401,-122.65435\n1679529600.0,9Cl-PF3ONS,0.0,98221,48.50401,-122.65435\n1679529600.0,NEtFOSAA,0.0,98221,48.50401,-122.65435\n1679529600.0,PFHxA,0.0,98221,48.50401,-122.65435\n1679529600.0,PFMPA,0.0,98221,48.50401,-122.65435\n1679529600.0,11Cl-PF3OUdS,0.0,98221,48.50401,-122.65435\n1679529600.0,NFDHA,0.0,98221,48.50401,-122.65435\n1679529600.0,PFNA,0.0,98221,48.50401,-122.65435\n1679529600.0,PFOS,0.0,98221,48.50401,-122.65435\n1679529600.0,PFHxS,0.0,98221,48.50401,-122.65435\n1679529600.0,PFPeA,0.0,98221,48.50401,-122.65435\n1679529600.0,PFBS,0.0,98221,48.50401,-122.65435\n1679529600.0,4:2 FTS,0.0,98221,48.50401,-122.65435\n1679529600.0,PFHpS,0.0,98221,48.50401,-122.65435\n1679529600.0,6:2 FTS,0.0,98221,48.50401,-122.65435\n1679529600.0,PFPeS,0.0,98221,48.50401,-122.65435\n1679529600.0,8:2 FTS,0.0,98221,48.50401,-122.65435\n1679529600.0,PFTA,0.0,98221,48.50401,-122.65435\n1679529600.0,PFDA,0.0,98221,48.50401,-122.65435\n1679529600.0,HFPO-DA,0.0,98221,48.50401,-122.65435\n1679529600.0,PFTrDA,0.0,98221,48.50401,-122.65435\n1679529600.0,PFBA,0.0,98221,48.50401,-122.65435\n1687996800.0,PFDA,0.0,98221,48.50401,-122.65435\n1687996800.0,ADONA,0.0,98221,48.50401,-122.65435\n1687996800.0,PFEESA,0.0,98221,48.50401,-122.65435\n1687996800.0,PFHxS,0.0,98221,48.50401,-122.65435\n1687996800.0,NFDHA,0.0,98221,48.50401,-122.65435\n1687996800.0,PFHpA,0.0,98221,48.50401,-122.65435\n1687996800.0,lithium,0.0,98221,48.50401,-122.65435\n1687996800.0,PFDoA,0.0,98221,48.50401,-122.65435\n1687996800.0,PFMBA,0.0,98221,48.50401,-122.65435\n1687996800.0,PFTrDA,0.0,98221,48.50401,-122.65435\n1687996800.0,PFOA,0.0,98221,48.50401,-122.65435\n1687996800.0,PFOS,0.0,98221,48.50401,-122.65435\n1687996800.0,6:2 FTS,0.0,98221,48.50401,-122.65435\n1687996800.0,PFBA,0.0,98221,48.50401,-122.65435\n1687996800.0,PFPeS,0.0,98221,48.50401,-122.65435\n1687996800.0,9Cl-PF3ONS,0.0,98221,48.50401,-122.65435\n1687996800.0,4:2 FTS,0.0,98221,48.50401,-122.65435\n1687996800.0,8:2 FTS,0.0,98221,48.50401,-122.65435\n1687996800.0,PFNA,0.0,98221,48.50401,-122.65435\n1687996800.0,NMeFOSAA,0.0,98221,48.50401,-122.65435\n1687996800.0,11Cl-PF3OUdS,0.0,98221,48.50401,-122.65435\n1687996800.0,PFBS,0.0,98221,48.50401,-122.65435\n1687996800.0,PFTA,0.0,98221,48.50401,-122.65435\n1687996800.0,PFPeA,0.0,98221,48.50401,-122.65435\n1687996800.0,PFUnA,0.0,98221,48.50401,-122.65435\n1687996800.0,PFMPA,0.0,98221,48.50401,-122.65435\n1687996800.0,NEtFOSAA,0.0,98221,48.50401,-122.65435\n1687996800.0,HFPO-DA,0.0,98221,48.50401,-122.65435\n1687996800.0,PFHxA,0.0,98221,48.50401,-122.65435\n1687996800.0,PFHpS,0.0,98221,48.50401,-122.65435\n1700438400.0,PFEESA,0.0,98221,48.50401,-122.65435\n1700438400.0,NFDHA,0.0,98221,48.50401,-122.65435\n1700438400.0,HFPO-DA,0.0,98221,48.50401,-122.65435\n1700438400.0,4:2 FTS,0.0,98221,48.50401,-122.65435\n1700438400.0,PFHxS,0.0,98221,48.50401,-122.65435\n1700438400.0,PFPeS,0.0,98221,48.50401,-122.65435\n1700438400.0,PFBA,0.0,98221,48.50401,-122.65435\n1700438400.0,PFBS,0.0,98221,48.50401,-122.65435\n1700438400.0,PFDoA,0.0,98221,48.50401,-122.65435\n1700438400.0,8:2 FTS,0.0,98221,48.50401,-122.65435\n1700438400.0,PFNA,0.0,98221,48.50401,-122.65435\n1700438400.0,6:2 FTS,0.0,98221,48.50401,-122.65435\n1693958400.0,lithium,0.0,98221,48.50401,-122.65435\n1700438400.0,PFHpA,0.0,98221,48.50401,-122.65435\n1693958400.0,NEtFOSAA,0.0,98221,48.50401,-122.65435\n1693958400.0,PFTA,0.0,98221,48.50401,-122.65435\n1700438400.0,ADONA,0.0,98221,48.50401,-122.65435\n1700438400.0,9Cl-PF3ONS,0.0,98221,48.50401,-122.65435\n1700438400.0,PFOA,0.0,98221,48.50401,-122.65435\n1693958400.0,PFTrDA,0.0,98221,48.50401,-122.65435\n1700438400.0,PFOS,0.0,98221,48.50401,-122.65435\n1700438400.0,PFDA,0.0,98221,48.50401,-122.65435\n1700438400.0,11Cl-PF3OUdS,0.0,98221,48.50401,-122.65435\n1700438400.0,PFHxA,0.0,98221,48.50401,-122.65435\n1700438400.0,PFHpS,0.0,98221,48.50401,-122.65435\n1700438400.0,PFMBA,0.0,98221,48.50401,-122.65435\n1693958400.0,NMeFOSAA,0.0,98221,48.50401,-122.65435\n1700438400.0,PFPeA,0.0,98221,48.50401,-122.65435\n1700438400.0,PFMPA,0.0,98221,48.50401,-122.65435\n1700438400.0,PFUnA,0.0,98221,48.50401,-122.65435\n1701648000.0,PFDA,0.0,98221,48.50401,-122.65435\n1701648000.0,PFHxS,0.0,98221,48.50401,-122.65435\n1701648000.0,PFBS,0.0,98221,48.50401,-122.65435\n1701648000.0,HFPO-DA,0.0,98221,48.50401,-122.65435\n1701648000.0,lithium,0.0,98221,48.50401,-122.65435\n1701648000.0,NEtFOSAA,0.0,98221,48.50401,-122.65435\n1701648000.0,NFDHA,0.0,98221,48.50401,-122.65435\n1701648000.0,PFPeS,0.0,98221,48.50401,-122.65435\n1701648000.0,PFHxA,0.0,98221,48.50401,-122.65435\n1701648000.0,PFTrDA,0.0,98221,48.50401,-122.65435\n1701648000.0,PFBA,0.0,98221,48.50401,-122.65435\n1701648000.0,PFHpS,0.0,98221,48.50401,-122.65435\n1701648000.0,PFHpA,0.0,98221,48.50401,-122.65435\n1701648000.0,4:2 FTS,0.0,98221,48.50401,-122.65435\n1701648000.0,PFMBA,0.0,98221,48.50401,-122.65435\n1701648000.0,PFPeA,0.0,98221,48.50401,-122.65435\n1701648000.0,PFOA,0.0,98221,48.50401,-122.65435\n1701648000.0,PFOS,0.0,98221,48.50401,-122.65435\n1701648000.0,PFNA,0.0,98221,48.50401,-122.65435\n1701648000.0,11Cl-PF3OUdS,0.0,98221,48.50401,-122.65435\n1701648000.0,PFUnA,0.0,98221,48.50401,-122.65435\n1701648000.0,9Cl-PF3ONS,0.0,98221,48.50401,-122.65435\n1701648000.0,PFEESA,0.0,98221,48.50401,-122.65435\n1701648000.0,PFDoA,0.0,98221,48.50401,-122.65435\n1701648000.0,6:2 FTS,0.0,98221,48.50401,-122.65435\n1701648000.0,PFMPA,0.0,98221,48.50401,-122.65435\n1701648000.0,8:2 FTS,0.0,98221,48.50401,-122.65435\n1701648000.0,ADONA,0.0,98221,48.50401,-122.65435\n1701648000.0,PFTA,0.0,98221,48.50401,-122.65435\n1701648000.0,NMeFOSAA,0.0,98221,48.50401,-122.65435\n1675209600.0,PFPeS,0.0,82520,42.65919,-108.63282\n1675209600.0,PFHpS,0.0,82520,42.65919,-108.63282\n1675209600.0,PFTrDA,0.0,82520,42.65919,-108.63282\n1675209600.0,PFHxS,0.0,82520,42.65919,-108.63282\n1675209600.0,NEtFOSAA,0.0,82520,42.65919,-108.63282\n1675209600.0,PFUnA,0.0,82520,42.65919,-108.63282\n1675209600.0,PFMPA,0.0,82520,42.65919,-108.63282\n1675209600.0,8:2 FTS,0.0,82520,42.65919,-108.63282\n1675209600.0,PFPeA,0.0,82520,42.65919,-108.63282\n1675209600.0,HFPO-DA,0.0,82520,42.65919,-108.63282\n1675209600.0,PFOS,0.0,82520,42.65919,-108.63282\n1675209600.0,PFBS,0.0,82520,42.65919,-108.63282\n1675209600.0,PFTA,0.0,82520,42.65919,-108.63282\n1675209600.0,6:2 FTS,0.0,82520,42.65919,-108.63282\n1675209600.0,PFBA,0.0,82520,42.65919,-108.63282\n1675209600.0,4:2 FTS,0.0,82520,42.65919,-108.63282\n1675209600.0,PFOA,0.0,82520,42.65919,-108.63282\n1675209600.0,PFHxA,0.0,82520,42.65919,-108.63282\n1675209600.0,NMeFOSAA,0.0,82520,42.65919,-108.63282\n1675209600.0,PFNA,0.0,82520,42.65919,-108.63282\n1675209600.0,9Cl-PF3ONS,0.0,82520,42.65919,-108.63282\n1675209600.0,11Cl-PF3OUdS,0.0,82520,42.65919,-108.63282\n1675209600.0,PFMBA,0.0,82520,42.65919,-108.63282\n1675209600.0,PFEESA,0.0,82520,42.65919,-108.63282\n1675209600.0,PFDA,0.0,82520,42.65919,-108.63282\n1675209600.0,PFHpA,0.0,82520,42.65919,-108.63282\n1675209600.0,NFDHA,0.0,82520,42.65919,-108.63282\n1675209600.0,lithium,0.0,82520,42.65919,-108.63282\n1675209600.0,PFDoA,0.0,82520,42.65919,-108.63282\n1675209600.0,ADONA,0.0,82520,42.65919,-108.63282\n1681689600.0,11Cl-PF3OUdS,0.0,82520,42.65919,-108.63282\n1681689600.0,ADONA,0.0,82520,42.65919,-108.63282\n1681689600.0,PFHxA,0.0,82520,42.65919,-108.63282\n1681689600.0,NFDHA,0.0,82520,42.65919,-108.63282\n1681689600.0,PFDoA,0.0,82520,42.65919,-108.63282\n1681689600.0,PFEESA,0.0,82520,42.65919,-108.63282\n1681689600.0,PFMBA,0.0,82520,42.65919,-108.63282\n1681689600.0,PFDA,0.0,82520,42.65919,-108.63282\n1681689600.0,NMeFOSAA,0.0,82520,42.65919,-108.63282\n1681689600.0,8:2 FTS,0.0,82520,42.65919,-108.63282\n1681689600.0,PFHpA,0.0,82520,42.65919,-108.63282\n1681689600.0,PFOA,0.0,82520,42.65919,-108.63282\n1681689600.0,9Cl-PF3ONS,0.0,82520,42.65919,-108.63282\n1681689600.0,NEtFOSAA,0.0,82520,42.65919,-108.63282\n1681689600.0,PFOS,0.0,82520,42.65919,-108.63282\n1681689600.0,HFPO-DA,0.0,82520,42.65919,-108.63282\n1681689600.0,4:2 FTS,0.0,82520,42.65919,-108.63282\n1681689600.0,PFHxS,0.0,82520,42.65919,-108.63282\n1681689600.0,PFTA,0.0,82520,42.65919,-108.63282\n1681689600.0,PFPeA,0.0,82520,42.65919,-108.63282\n1681689600.0,6:2 FTS,0.0,82520,42.65919,-108.63282\n1681689600.0,PFBA,0.0,82520,42.65919,-108.63282\n1681689600.0,PFPeS,0.0,82520,42.65919,-108.63282\n1681689600.0,PFHpS,0.0,82520,42.65919,-108.63282\n1681689600.0,PFTrDA,0.0,82520,42.65919,-108.63282\n1681689600.0,PFBS,0.0,82520,42.65919,-108.63282\n1681689600.0,PFUnA,0.0,82520,42.65919,-108.63282\n1681689600.0,PFMPA,0.0,82520,42.65919,-108.63282\n1681689600.0,lithium,0.0,82520,42.65919,-108.63282\n1681689600.0,PFNA,0.0,82520,42.65919,-108.63282\n1690156800.0,PFDA,0.0,82520,42.65919,-108.63282\n1690156800.0,ADONA,0.0,82520,42.65919,-108.63282\n1690156800.0,NMeFOSAA,0.0,82520,42.65919,-108.63282\n1690156800.0,PFEESA,0.0,82520,42.65919,-108.63282\n1690156800.0,PFHxS,0.0,82520,42.65919,-108.63282\n1690156800.0,lithium,0.0,82520,42.65919,-108.63282\n1690156800.0,PFDoA,0.0,82520,42.65919,-108.63282\n1690156800.0,PFMBA,0.0,82520,42.65919,-108.63282\n1690156800.0,PFHpA,0.0,82520,42.65919,-108.63282\n1690156800.0,NEtFOSAA,0.0,82520,42.65919,-108.63282\n1690156800.0,PFBS,0.0,82520,42.65919,-108.63282\n1690156800.0,6:2 FTS,0.0,82520,42.65919,-108.63282\n1690156800.0,PFHpS,0.0,82520,42.65919,-108.63282\n1690156800.0,PFBA,0.0,82520,42.65919,-108.63282\n1690156800.0,9Cl-PF3ONS,0.0,82520,42.65919,-108.63282\n1690156800.0,4:2 FTS,0.0,82520,42.65919,-108.63282\n1690156800.0,PFTrDA,0.0,82520,42.65919,-108.63282\n1690156800.0,8:2 FTS,0.0,82520,42.65919,-108.63282\n1690156800.0,PFOS,0.0,82520,42.65919,-108.63282\n1690156800.0,11Cl-PF3OUdS,0.0,82520,42.65919,-108.63282\n1690156800.0,NFDHA,0.0,82520,42.65919,-108.63282\n1690156800.0,HFPO-DA,0.0,82520,42.65919,-108.63282\n1690156800.0,PFPeS,0.0,82520,42.65919,-108.63282\n1690156800.0,PFPeA,0.0,82520,42.65919,-108.63282\n1690156800.0,PFOA,0.0,82520,42.65919,-108.63282\n1690156800.0,PFUnA,0.0,82520,42.65919,-108.63282\n1690156800.0,PFMPA,0.0,82520,42.65919,-108.63282\n1690156800.0,PFTA,0.0,82520,42.65919,-108.63282\n1690156800.0,PFHxA,0.0,82520,42.65919,-108.63282\n1690156800.0,PFNA,0.0,82520,42.65919,-108.63282\n1697414400.0,HFPO-DA,0.0,82520,42.65919,-108.63282\n1697414400.0,PFDA,0.0,82520,42.65919,-108.63282\n1697414400.0,PFHxS,0.0,82520,42.65919,-108.63282\n1697414400.0,PFPeA,0.0,82520,42.65919,-108.63282\n1697414400.0,PFBS,0.0,82520,42.65919,-108.63282\n1697414400.0,PFUnA,0.0,82520,42.65919,-108.63282\n1697414400.0,lithium,0.0,82520,42.65919,-108.63282\n1697414400.0,PFNA,0.0,82520,42.65919,-108.63282\n1697414400.0,6:2 FTS,0.0,82520,42.65919,-108.63282\n1697414400.0,PFTrDA,0.0,82520,42.65919,-108.63282\n1697414400.0,NMeFOSAA,0.0,82520,42.65919,-108.63282\n1697414400.0,PFHpA,0.0,82520,42.65919,-108.63282\n1697414400.0,8:2 FTS,0.0,82520,42.65919,-108.63282\n1697414400.0,PFHpS,0.0,82520,42.65919,-108.63282\n1697414400.0,PFHxA,0.0,82520,42.65919,-108.63282\n1697414400.0,PFOA,0.0,82520,42.65919,-108.63282\n1697414400.0,ADONA,0.0,82520,42.65919,-108.63282\n1697414400.0,9Cl-PF3ONS,0.0,82520,42.65919,-108.63282\n1697414400.0,PFMBA,0.0,82520,42.65919,-108.63282\n1697414400.0,PFDoA,0.0,82520,42.65919,-108.63282\n1697414400.0,PFEESA,0.0,82520,42.65919,-108.63282\n1697414400.0,4:2 FTS,0.0,82520,42.65919,-108.63282\n1697414400.0,PFOS,0.0,82520,42.65919,-108.63282\n1697414400.0,PFPeS,0.0,82520,42.65919,-108.63282\n1697414400.0,PFBA,0.0,82520,42.65919,-108.63282\n1697414400.0,PFMPA,0.0,82520,42.65919,-108.63282\n1697414400.0,NEtFOSAA,0.0,82520,42.65919,-108.63282\n1697414400.0,PFTA,0.0,82520,42.65919,-108.63282\n1697414400.0,11Cl-PF3OUdS,0.0,82520,42.65919,-108.63282\n1697414400.0,NFDHA,0.0,82520,42.65919,-108.63282\n'}
In [ ]:
from google.colab import drive
drive.mount('/content/drive')
Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount("/content/drive", force_remount=True).

Make sure this is the Zip Code or Contaminant csv file you want.

In [ ]:
#df = pd.read_csv('UCMR_3_5_Combo_with_ZIPCODES.csv') # very large dataset- over 6.6 million rows
df = pd.read_csv('/content/drive/MyDrive/Z Colab Notebooks/small_UCMR_3_5_Combo_with_ZIPCODES.csv')
#df.head(50)
df.head(99999)
Out[ ]:
CollectionDate Contaminant AnalyticalResultValue ZIPCODE Latitude Longitude
0 1.426550e+09 1,4-dioxane 0.0 6339 41.44408 -71.99851
1 1.426550e+09 chlorate 160.0 6339 41.44408 -71.99851
2 1.426550e+09 chromium 0.0 6339 41.44408 -71.99851
3 1.426550e+09 strontium 72.0 6339 41.44408 -71.99851
4 1.426550e+09 cobalt 0.0 6339 41.44408 -71.99851
... ... ... ... ... ... ...
2395 1.697414e+09 PFMPA 0.0 82520 42.65919 -108.63282
2396 1.697414e+09 NEtFOSAA 0.0 82520 42.65919 -108.63282
2397 1.697414e+09 PFTA 0.0 82520 42.65919 -108.63282
2398 1.697414e+09 11Cl-PF3OUdS 0.0 82520 42.65919 -108.63282
2399 1.697414e+09 NFDHA 0.0 82520 42.65919 -108.63282

2400 rows × 6 columns

Create heatmaps based on latitude, longitude, AnalyticalResultValue.

In [ ]:
import folium
from folium.plugins import HeatMap
import os

def save_heatmap_to_file(m, file_name):
    """Saves a Folium map object as an HTML file.

    Args:
        m (folium.folium.Map): The Folium map object to save.
        file_name (str): The name of the file to save the map to.
    """
    m.save(file_name)

# Create an 'output_heatmaps' directory if it doesn't exist
output_dir = 'output_heatmaps'
if not os.path.exists(output_dir):
    os.makedirs(output_dir)

For small_UCRM_3_5_Combo_with_ZIPCODES.csv which has six zip codes out of 18,601 zip codes: Create one heatmap of all contaminants based on latitude, longitude, AnalyticalResultValue. Can be used for all 82 heatmaps if using the large csv file UCMR_3_5_Combo_with_ZIPCODES.csv

In [ ]:
# # This is too much data for all 82 contaminants, keeps crashing. Can do smaller zip codes data instead.
# print(f"Generating heatmap for all contaminants based on location and AnalyticalResultValue.\n")

# # Prepare data for this heatmap using vectorized operations
# heatmap_data = df[['Latitude', 'Longitude', 'AnalyticalResultValue']].values.tolist()

# #Create a folium map centered on the US
# m = folium.Map(location=[37.8, -96.9], zoom_start=4)

# # Add a heatmap layer using Latitude, Longitude, and AnalyticalResultValue
# HeatMap(heatmap_data, min_opacity=0.2, radius=10, blur=10, max_zoom=1).add_to(m)

# display(m)
# print("\n")

# # Create file name and save the map
# # file_name = os.path.join(output_dir, f"all_heatmap.html")
# # save_heatmap_to_file(m, file_name)

For UCMR_3_5_Combo_with_ZIPCODES.csv: Create 85 heatmaps for each contaminant based on latitude, longitude, ARVs. Otherwise will create heatmaps with any other csv we are using.

In [ ]:
i = 0
for contaminant, group_data in sorted(df.groupby('Contaminant')):
    print(f"Generating heatmap for Contaminant: {contaminant}\n")

    # Prepare data for this heatmap
    heatmap_data = group_data[['Latitude', 'Longitude', 'AnalyticalResultValue']].values

    # Create a folium map centered on the US
    m = folium.Map(location=[37.8, -96.9], zoom_start=4)

    # Add a heatmap layer using Latitude, Longitude, and concentration (MRL)
    HeatMap(heatmap_data, min_opacity=0.2, radius=10, blur=10, max_zoom=1).add_to(m)

    display(m)
    print("\n")

    # Create file name and save the map
    file_name = os.path.join(output_dir, f"{contaminant}_heatmap.html")
    save_heatmap_to_file(m, file_name)

    i += 1

print(f"Heatmaps saved to the '{output_dir}' directory.")
Generating heatmap for Contaminant: 1,1-dichloroethane

Make this Notebook Trusted to load map: File -> Trust Notebook

Generating heatmap for Contaminant: 1,2,3-trichloropropane

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Generating heatmap for Contaminant: 1,3-butadiene

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Generating heatmap for Contaminant: 1,4-dioxane

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Generating heatmap for Contaminant: 1-butanol

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Generating heatmap for Contaminant: 11Cl-PF3OUdS

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Generating heatmap for Contaminant: 17-alpha-ethynylestradiol

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Generating heatmap for Contaminant: 17-beta-estradiol

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Generating heatmap for Contaminant: 2-methoxyethanol

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Generating heatmap for Contaminant: 2-propen-1-ol

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Generating heatmap for Contaminant: 4-androstene-3,17-dione

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Generating heatmap for Contaminant: 4:2 FTS

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Generating heatmap for Contaminant: 6:2 FTS

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Generating heatmap for Contaminant: 8:2 FTS

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Generating heatmap for Contaminant: 9Cl-PF3ONS

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Generating heatmap for Contaminant: ADONA

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Generating heatmap for Contaminant: HAA5

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Generating heatmap for Contaminant: HAA6Br

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Generating heatmap for Contaminant: HAA9

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Generating heatmap for Contaminant: HCFC-22

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Generating heatmap for Contaminant: HFPO-DA

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Generating heatmap for Contaminant: Halon 1011

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Generating heatmap for Contaminant: NEtFOSAA

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Generating heatmap for Contaminant: NFDHA

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Generating heatmap for Contaminant: NMeFOSAA

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Generating heatmap for Contaminant: PFBA

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Generating heatmap for Contaminant: PFBS

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Generating heatmap for Contaminant: PFDA

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Generating heatmap for Contaminant: PFDoA

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Generating heatmap for Contaminant: PFEESA

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Generating heatmap for Contaminant: PFHpA

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Generating heatmap for Contaminant: PFHpS

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Generating heatmap for Contaminant: PFHxA

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Generating heatmap for Contaminant: PFHxS

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Generating heatmap for Contaminant: PFMBA

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Generating heatmap for Contaminant: PFMPA

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Generating heatmap for Contaminant: PFNA

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Generating heatmap for Contaminant: PFOA

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Generating heatmap for Contaminant: PFOS

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Generating heatmap for Contaminant: PFPeA

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Generating heatmap for Contaminant: PFPeS

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Generating heatmap for Contaminant: PFTA

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Generating heatmap for Contaminant: PFTrDA

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Generating heatmap for Contaminant: PFUnA

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Generating heatmap for Contaminant: alpha-hexachlorocyclohexane

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Generating heatmap for Contaminant: anatoxin-a

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Generating heatmap for Contaminant: bromomethane

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Generating heatmap for Contaminant: butylated hydroxyanisole

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Generating heatmap for Contaminant: chlorate

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Generating heatmap for Contaminant: chloromethane

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Generating heatmap for Contaminant: chlorpyrifos

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Generating heatmap for Contaminant: chromium

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Generating heatmap for Contaminant: chromium-6

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Generating heatmap for Contaminant: cobalt

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Generating heatmap for Contaminant: cylindrospermopsin

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Generating heatmap for Contaminant: dimethipin

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Generating heatmap for Contaminant: equilin

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Generating heatmap for Contaminant: estriol

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Generating heatmap for Contaminant: estrone

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Generating heatmap for Contaminant: ethoprop

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Generating heatmap for Contaminant: germanium

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Generating heatmap for Contaminant: lithium

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Generating heatmap for Contaminant: manganese

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Generating heatmap for Contaminant: molybdenum

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Generating heatmap for Contaminant: n-propylbenzene

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Generating heatmap for Contaminant: o-toluidine

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Generating heatmap for Contaminant: oxyfluorfen

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Generating heatmap for Contaminant: profenofos

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Generating heatmap for Contaminant: quinoline

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Generating heatmap for Contaminant: sec-butylbenzene

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Generating heatmap for Contaminant: strontium

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Generating heatmap for Contaminant: tebuconazole

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Generating heatmap for Contaminant: tellurium

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Generating heatmap for Contaminant: testosterone

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Generating heatmap for Contaminant: total microcystins

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Generating heatmap for Contaminant: total permethrin

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Generating heatmap for Contaminant: tribufos

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Generating heatmap for Contaminant: vanadium

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Heatmaps saved to the 'output_heatmaps' directory.

Uncomment this section if wanting to save heatmaps in a zip file.

In [ ]:
import shutil
shutil.make_archive('output_heatmaps', 'zip', 'output_heatmaps')
from google.colab import files
files.download('output_heatmaps.zip')

Linear Regression training and prediction This crashes with all of the zip codes. Just use a few zip codes at a time.

In [ ]:
zipcode_data = sorted(df.groupby('ZIPCODE'))
In [ ]:
def optimize_zipcode_data_for_time_series_optimized(df):
    """
    Optimizes zip code data for time series analysis,
    grouping collection dates for a specific contaminant's AnalyticalResultValue.

    Args:
        df (pd.DataFrame): The input DataFrame.

    Returns:
        dict: A nested dictionary containing time series data.
              {zipcode: {contaminant: {analyticalResultValue: [collection_date, ...]}}}
    """

    df = df.sort_values(by=['ZIPCODE', 'CollectionDate'])
    zipcode_dict = {}

    for _, row in df.iterrows():
        zipcode = row['ZIPCODE']
        contaminant = row['Contaminant']
        collection_date = row['CollectionDate']
        analyticalResultValue = row['AnalyticalResultValue']
        print(row)

        zipcode_dict.setdefault(zipcode, {}).setdefault(contaminant, {}).setdefault(analyticalResultValue, []).append(collection_date)

    return zipcode_dict

# Example usage:
zipcode_dict = optimize_zipcode_data_for_time_series_optimized(df)
Streaming output truncated to the last 5000 lines.
Longitude                   -84.79576
Name: 2020, dtype: object
CollectionDate           1701820800.0
Contaminant                     PFHpA
AnalyticalResultValue             0.0
ZIPCODE                         48858
Latitude                     43.61483
Longitude                   -84.79576
Name: 2021, dtype: object
CollectionDate           1701820800.0
Contaminant                   4:2 FTS
AnalyticalResultValue             0.0
ZIPCODE                         48858
Latitude                     43.61483
Longitude                   -84.79576
Name: 2022, dtype: object
CollectionDate           1701820800.0
Contaminant                     PFMBA
AnalyticalResultValue             0.0
ZIPCODE                         48858
Latitude                     43.61483
Longitude                   -84.79576
Name: 2023, dtype: object
CollectionDate           1701820800.0
Contaminant                     PFPeA
AnalyticalResultValue             0.0
ZIPCODE                         48858
Latitude                     43.61483
Longitude                   -84.79576
Name: 2024, dtype: object
CollectionDate           1701820800.0
Contaminant                      PFOA
AnalyticalResultValue             0.0
ZIPCODE                         48858
Latitude                     43.61483
Longitude                   -84.79576
Name: 2025, dtype: object
CollectionDate           1701820800.0
Contaminant                      PFOS
AnalyticalResultValue             0.0
ZIPCODE                         48858
Latitude                     43.61483
Longitude                   -84.79576
Name: 2026, dtype: object
CollectionDate           1701820800.0
Contaminant                      PFNA
AnalyticalResultValue             0.0
ZIPCODE                         48858
Latitude                     43.61483
Longitude                   -84.79576
Name: 2027, dtype: object
CollectionDate           1701820800.0
Contaminant              11Cl-PF3OUdS
AnalyticalResultValue             0.0
ZIPCODE                         48858
Latitude                     43.61483
Longitude                   -84.79576
Name: 2028, dtype: object
CollectionDate           1701820800.0
Contaminant                     PFUnA
AnalyticalResultValue             0.0
ZIPCODE                         48858
Latitude                     43.61483
Longitude                   -84.79576
Name: 2029, dtype: object
CollectionDate           1701820800.0
Contaminant                9Cl-PF3ONS
AnalyticalResultValue             0.0
ZIPCODE                         48858
Latitude                     43.61483
Longitude                   -84.79576
Name: 2030, dtype: object
CollectionDate           1701820800.0
Contaminant                    PFEESA
AnalyticalResultValue             0.0
ZIPCODE                         48858
Latitude                     43.61483
Longitude                   -84.79576
Name: 2031, dtype: object
CollectionDate           1701820800.0
Contaminant                     PFDoA
AnalyticalResultValue             0.0
ZIPCODE                         48858
Latitude                     43.61483
Longitude                   -84.79576
Name: 2032, dtype: object
CollectionDate           1701820800.0
Contaminant                   6:2 FTS
AnalyticalResultValue             0.0
ZIPCODE                         48858
Latitude                     43.61483
Longitude                   -84.79576
Name: 2033, dtype: object
CollectionDate           1701820800.0
Contaminant                     PFMPA
AnalyticalResultValue             0.0
ZIPCODE                         48858
Latitude                     43.61483
Longitude                   -84.79576
Name: 2034, dtype: object
CollectionDate           1701820800.0
Contaminant                     PFPeS
AnalyticalResultValue             0.0
ZIPCODE                         48858
Latitude                     43.61483
Longitude                   -84.79576
Name: 2035, dtype: object
CollectionDate           1701820800.0
Contaminant                   8:2 FTS
AnalyticalResultValue             0.0
ZIPCODE                         48858
Latitude                     43.61483
Longitude                   -84.79576
Name: 2036, dtype: object
CollectionDate           1701820800.0
Contaminant                     ADONA
AnalyticalResultValue             0.0
ZIPCODE                         48858
Latitude                     43.61483
Longitude                   -84.79576
Name: 2037, dtype: object
CollectionDate           1701820800.0
Contaminant                      PFTA
AnalyticalResultValue             0.0
ZIPCODE                         48858
Latitude                     43.61483
Longitude                   -84.79576
Name: 2038, dtype: object
CollectionDate           1701820800.0
Contaminant                  NMeFOSAA
AnalyticalResultValue             0.0
ZIPCODE                         48858
Latitude                     43.61483
Longitude                   -84.79576
Name: 2039, dtype: object
CollectionDate           1701820800.0
Contaminant                    PFEESA
AnalyticalResultValue             0.0
ZIPCODE                         48858
Latitude                     43.61483
Longitude                   -84.79576
Name: 2070, dtype: object
CollectionDate           1701820800.0
Contaminant                     NFDHA
AnalyticalResultValue             0.0
ZIPCODE                         48858
Latitude                     43.61483
Longitude                   -84.79576
Name: 2071, dtype: object
CollectionDate           1701820800.0
Contaminant                   HFPO-DA
AnalyticalResultValue             0.0
ZIPCODE                         48858
Latitude                     43.61483
Longitude                   -84.79576
Name: 2072, dtype: object
CollectionDate           1701820800.0
Contaminant                     PFHxS
AnalyticalResultValue             0.0
ZIPCODE                         48858
Latitude                     43.61483
Longitude                   -84.79576
Name: 2073, dtype: object
CollectionDate           1701820800.0
Contaminant                     PFPeS
AnalyticalResultValue             0.0
ZIPCODE                         48858
Latitude                     43.61483
Longitude                   -84.79576
Name: 2074, dtype: object
CollectionDate           1701820800.0
Contaminant                      PFBS
AnalyticalResultValue             0.0
ZIPCODE                         48858
Latitude                     43.61483
Longitude                   -84.79576
Name: 2075, dtype: object
CollectionDate           1701820800.0
Contaminant                     PFUnA
AnalyticalResultValue             0.0
ZIPCODE                         48858
Latitude                     43.61483
Longitude                   -84.79576
Name: 2076, dtype: object
CollectionDate           1701820800.0
Contaminant                  NMeFOSAA
AnalyticalResultValue             0.0
ZIPCODE                         48858
Latitude                     43.61483
Longitude                   -84.79576
Name: 2077, dtype: object
CollectionDate           1701820800.0
Contaminant                   lithium
AnalyticalResultValue             0.0
ZIPCODE                         48858
Latitude                     43.61483
Longitude                   -84.79576
Name: 2078, dtype: object
CollectionDate           1701820800.0
Contaminant                     PFDoA
AnalyticalResultValue             0.0
ZIPCODE                         48858
Latitude                     43.61483
Longitude                   -84.79576
Name: 2079, dtype: object
CollectionDate           1701820800.0
Contaminant                   8:2 FTS
AnalyticalResultValue             0.0
ZIPCODE                         48858
Latitude                     43.61483
Longitude                   -84.79576
Name: 2080, dtype: object
CollectionDate           1701820800.0
Contaminant                      PFNA
AnalyticalResultValue             0.0
ZIPCODE                         48858
Latitude                     43.61483
Longitude                   -84.79576
Name: 2081, dtype: object
CollectionDate           1701820800.0
Contaminant                   6:2 FTS
AnalyticalResultValue             0.0
ZIPCODE                         48858
Latitude                     43.61483
Longitude                   -84.79576
Name: 2082, dtype: object
CollectionDate           1701820800.0
Contaminant                     PFHxA
AnalyticalResultValue             0.0
ZIPCODE                         48858
Latitude                     43.61483
Longitude                   -84.79576
Name: 2083, dtype: object
CollectionDate           1701820800.0
Contaminant                     PFHpA
AnalyticalResultValue             0.0
ZIPCODE                         48858
Latitude                     43.61483
Longitude                   -84.79576
Name: 2084, dtype: object
CollectionDate           1701820800.0
Contaminant                     ADONA
AnalyticalResultValue             0.0
ZIPCODE                         48858
Latitude                     43.61483
Longitude                   -84.79576
Name: 2085, dtype: object
CollectionDate           1701820800.0
Contaminant                9Cl-PF3ONS
AnalyticalResultValue             0.0
ZIPCODE                         48858
Latitude                     43.61483
Longitude                   -84.79576
Name: 2086, dtype: object
CollectionDate           1701820800.0
Contaminant                      PFOA
AnalyticalResultValue             0.0
ZIPCODE                         48858
Latitude                     43.61483
Longitude                   -84.79576
Name: 2087, dtype: object
CollectionDate           1701820800.0
Contaminant                   4:2 FTS
AnalyticalResultValue             0.0
ZIPCODE                         48858
Latitude                     43.61483
Longitude                   -84.79576
Name: 2088, dtype: object
CollectionDate           1701820800.0
Contaminant                      PFOS
AnalyticalResultValue             0.0
ZIPCODE                         48858
Latitude                     43.61483
Longitude                   -84.79576
Name: 2089, dtype: object
CollectionDate           1701820800.0
Contaminant                      PFDA
AnalyticalResultValue             0.0
ZIPCODE                         48858
Latitude                     43.61483
Longitude                   -84.79576
Name: 2090, dtype: object
CollectionDate           1701820800.0
Contaminant                      PFBA
AnalyticalResultValue             0.0
ZIPCODE                         48858
Latitude                     43.61483
Longitude                   -84.79576
Name: 2091, dtype: object
CollectionDate           1701820800.0
Contaminant                     PFHpS
AnalyticalResultValue             0.0
ZIPCODE                         48858
Latitude                     43.61483
Longitude                   -84.79576
Name: 2092, dtype: object
CollectionDate           1701820800.0
Contaminant                      PFTA
AnalyticalResultValue             0.0
ZIPCODE                         48858
Latitude                     43.61483
Longitude                   -84.79576
Name: 2093, dtype: object
CollectionDate           1701820800.0
Contaminant                     PFMBA
AnalyticalResultValue             0.0
ZIPCODE                         48858
Latitude                     43.61483
Longitude                   -84.79576
Name: 2094, dtype: object
CollectionDate           1701820800.0
Contaminant                     PFPeA
AnalyticalResultValue             0.0
ZIPCODE                         48858
Latitude                     43.61483
Longitude                   -84.79576
Name: 2095, dtype: object
CollectionDate           1701820800.0
Contaminant                  NEtFOSAA
AnalyticalResultValue             0.0
ZIPCODE                         48858
Latitude                     43.61483
Longitude                   -84.79576
Name: 2096, dtype: object
CollectionDate           1701820800.0
Contaminant                     PFMPA
AnalyticalResultValue             0.0
ZIPCODE                         48858
Latitude                     43.61483
Longitude                   -84.79576
Name: 2097, dtype: object
CollectionDate           1701820800.0
Contaminant              11Cl-PF3OUdS
AnalyticalResultValue             0.0
ZIPCODE                         48858
Latitude                     43.61483
Longitude                   -84.79576
Name: 2098, dtype: object
CollectionDate           1701820800.0
Contaminant                    PFTrDA
AnalyticalResultValue             0.0
ZIPCODE                         48858
Latitude                     43.61483
Longitude                   -84.79576
Name: 2099, dtype: object
CollectionDate           1701820800.0
Contaminant                    PFEESA
AnalyticalResultValue             0.0
ZIPCODE                         48858
Latitude                     43.61483
Longitude                   -84.79576
Name: 2130, dtype: object
CollectionDate           1701820800.0
Contaminant                     NFDHA
AnalyticalResultValue             0.0
ZIPCODE                         48858
Latitude                     43.61483
Longitude                   -84.79576
Name: 2131, dtype: object
CollectionDate           1701820800.0
Contaminant                   4:2 FTS
AnalyticalResultValue             0.0
ZIPCODE                         48858
Latitude                     43.61483
Longitude                   -84.79576
Name: 2132, dtype: object
CollectionDate           1701820800.0
Contaminant                     PFHxS
AnalyticalResultValue             0.0
ZIPCODE                         48858
Latitude                     43.61483
Longitude                   -84.79576
Name: 2133, dtype: object
CollectionDate           1701820800.0
Contaminant                     PFPeS
AnalyticalResultValue             0.0
ZIPCODE                         48858
Latitude                     43.61483
Longitude                   -84.79576
Name: 2134, dtype: object
CollectionDate           1701820800.0
Contaminant                      PFBA
AnalyticalResultValue             0.0
ZIPCODE                         48858
Latitude                     43.61483
Longitude                   -84.79576
Name: 2135, dtype: object
CollectionDate           1701820800.0
Contaminant                      PFBS
AnalyticalResultValue             0.0
ZIPCODE                         48858
Latitude                     43.61483
Longitude                   -84.79576
Name: 2136, dtype: object
CollectionDate           1701820800.0
Contaminant                  NMeFOSAA
AnalyticalResultValue             0.0
ZIPCODE                         48858
Latitude                     43.61483
Longitude                   -84.79576
Name: 2137, dtype: object
CollectionDate           1701820800.0
Contaminant                   lithium
AnalyticalResultValue             0.0
ZIPCODE                         48858
Latitude                     43.61483
Longitude                   -84.79576
Name: 2138, dtype: object
CollectionDate           1701820800.0
Contaminant                     PFDoA
AnalyticalResultValue             0.0
ZIPCODE                         48858
Latitude                     43.61483
Longitude                   -84.79576
Name: 2139, dtype: object
CollectionDate           1701820800.0
Contaminant                   8:2 FTS
AnalyticalResultValue             0.0
ZIPCODE                         48858
Latitude                     43.61483
Longitude                   -84.79576
Name: 2140, dtype: object
CollectionDate           1701820800.0
Contaminant                   6:2 FTS
AnalyticalResultValue             0.0
ZIPCODE                         48858
Latitude                     43.61483
Longitude                   -84.79576
Name: 2141, dtype: object
CollectionDate           1701820800.0
Contaminant                     PFHpA
AnalyticalResultValue             0.0
ZIPCODE                         48858
Latitude                     43.61483
Longitude                   -84.79576
Name: 2142, dtype: object
CollectionDate           1701820800.0
Contaminant                     ADONA
AnalyticalResultValue             0.0
ZIPCODE                         48858
Latitude                     43.61483
Longitude                   -84.79576
Name: 2143, dtype: object
CollectionDate           1701820800.0
Contaminant                      PFNA
AnalyticalResultValue             0.0
ZIPCODE                         48858
Latitude                     43.61483
Longitude                   -84.79576
Name: 2144, dtype: object
CollectionDate           1701820800.0
Contaminant                9Cl-PF3ONS
AnalyticalResultValue             0.0
ZIPCODE                         48858
Latitude                     43.61483
Longitude                   -84.79576
Name: 2145, dtype: object
CollectionDate           1701820800.0
Contaminant                      PFOA
AnalyticalResultValue             0.0
ZIPCODE                         48858
Latitude                     43.61483
Longitude                   -84.79576
Name: 2146, dtype: object
CollectionDate           1701820800.0
Contaminant                      PFOS
AnalyticalResultValue             0.0
ZIPCODE                         48858
Latitude                     43.61483
Longitude                   -84.79576
Name: 2147, dtype: object
CollectionDate           1701820800.0
Contaminant                      PFDA
AnalyticalResultValue             0.0
ZIPCODE                         48858
Latitude                     43.61483
Longitude                   -84.79576
Name: 2148, dtype: object
CollectionDate           1701820800.0
Contaminant                   HFPO-DA
AnalyticalResultValue             0.0
ZIPCODE                         48858
Latitude                     43.61483
Longitude                   -84.79576
Name: 2149, dtype: object
CollectionDate           1701820800.0
Contaminant              11Cl-PF3OUdS
AnalyticalResultValue             0.0
ZIPCODE                         48858
Latitude                     43.61483
Longitude                   -84.79576
Name: 2150, dtype: object
CollectionDate           1701820800.0
Contaminant                     PFHxA
AnalyticalResultValue             0.0
ZIPCODE                         48858
Latitude                     43.61483
Longitude                   -84.79576
Name: 2151, dtype: object
CollectionDate           1701820800.0
Contaminant                     PFHpS
AnalyticalResultValue             0.0
ZIPCODE                         48858
Latitude                     43.61483
Longitude                   -84.79576
Name: 2152, dtype: object
CollectionDate           1701820800.0
Contaminant                      PFTA
AnalyticalResultValue             0.0
ZIPCODE                         48858
Latitude                     43.61483
Longitude                   -84.79576
Name: 2153, dtype: object
CollectionDate           1701820800.0
Contaminant                     PFMBA
AnalyticalResultValue             0.0
ZIPCODE                         48858
Latitude                     43.61483
Longitude                   -84.79576
Name: 2154, dtype: object
CollectionDate           1701820800.0
Contaminant                     PFPeA
AnalyticalResultValue             0.0
ZIPCODE                         48858
Latitude                     43.61483
Longitude                   -84.79576
Name: 2155, dtype: object
CollectionDate           1701820800.0
Contaminant                  NEtFOSAA
AnalyticalResultValue             0.0
ZIPCODE                         48858
Latitude                     43.61483
Longitude                   -84.79576
Name: 2156, dtype: object
CollectionDate           1701820800.0
Contaminant                     PFMPA
AnalyticalResultValue             0.0
ZIPCODE                         48858
Latitude                     43.61483
Longitude                   -84.79576
Name: 2157, dtype: object
CollectionDate           1701820800.0
Contaminant                     PFUnA
AnalyticalResultValue             0.0
ZIPCODE                         48858
Latitude                     43.61483
Longitude                   -84.79576
Name: 2158, dtype: object
CollectionDate           1701820800.0
Contaminant                    PFTrDA
AnalyticalResultValue             0.0
ZIPCODE                         48858
Latitude                     43.61483
Longitude                   -84.79576
Name: 2159, dtype: object
CollectionDate           1520294400.0
Contaminant                  ethoprop
AnalyticalResultValue             0.0
ZIPCODE                         56633
Latitude                     47.31957
Longitude                   -94.50911
Name: 675, dtype: object
CollectionDate           1520294400.0
Contaminant                  tribufos
AnalyticalResultValue             0.0
ZIPCODE                         56633
Latitude                     47.31957
Longitude                   -94.50911
Name: 676, dtype: object
CollectionDate           1520294400.0
Contaminant              chlorpyrifos
AnalyticalResultValue             0.0
ZIPCODE                         56633
Latitude                     47.31957
Longitude                   -94.50911
Name: 678, dtype: object
CollectionDate                          1520294400.0
Contaminant              alpha-hexachlorocyclohexane
AnalyticalResultValue                            0.0
ZIPCODE                                        56633
Latitude                                    47.31957
Longitude                                  -94.50911
Name: 679, dtype: object
CollectionDate           1520294400.0
Contaminant               oxyfluorfen
AnalyticalResultValue             0.0
ZIPCODE                         56633
Latitude                     47.31957
Longitude                   -94.50911
Name: 680, dtype: object
CollectionDate               1520294400.0
Contaminant              2-methoxyethanol
AnalyticalResultValue                 0.0
ZIPCODE                             56633
Latitude                         47.31957
Longitude                       -94.50911
Name: 681, dtype: object
CollectionDate           1520294400.0
Contaminant                 germanium
AnalyticalResultValue             0.0
ZIPCODE                         56633
Latitude                     47.31957
Longitude                   -94.50911
Name: 683, dtype: object
CollectionDate           1520294400.0
Contaminant                 manganese
AnalyticalResultValue             0.0
ZIPCODE                         56633
Latitude                     47.31957
Longitude                   -94.50911
Name: 684, dtype: object
CollectionDate           1520294400.0
Contaminant              tebuconazole
AnalyticalResultValue             0.0
ZIPCODE                         56633
Latitude                     47.31957
Longitude                   -94.50911
Name: 685, dtype: object
CollectionDate           1520294400.0
Contaminant                 1-butanol
AnalyticalResultValue             0.0
ZIPCODE                         56633
Latitude                     47.31957
Longitude                   -94.50911
Name: 686, dtype: object
CollectionDate           1520294400.0
Contaminant                profenofos
AnalyticalResultValue             0.0
ZIPCODE                         56633
Latitude                     47.31957
Longitude                   -94.50911
Name: 687, dtype: object
CollectionDate            1520294400.0
Contaminant              2-propen-1-ol
AnalyticalResultValue              0.0
ZIPCODE                          56633
Latitude                      47.31957
Longitude                    -94.50911
Name: 688, dtype: object
CollectionDate               1520294400.0
Contaminant              total permethrin
AnalyticalResultValue                 0.0
ZIPCODE                             56633
Latitude                         47.31957
Longitude                       -94.50911
Name: 690, dtype: object
CollectionDate           1520294400.0
Contaminant                dimethipin
AnalyticalResultValue             0.0
ZIPCODE                         56633
Latitude                     47.31957
Longitude                   -94.50911
Name: 691, dtype: object
CollectionDate           1520294400.0
Contaminant                      HAA9
AnalyticalResultValue            0.21
ZIPCODE                         56633
Latitude                     47.31957
Longitude                   -94.50911
Name: 709, dtype: object
CollectionDate           1520294400.0
Contaminant                    HAA6Br
AnalyticalResultValue             0.0
ZIPCODE                         56633
Latitude                     47.31957
Longitude                   -94.50911
Name: 710, dtype: object
CollectionDate           1520294400.0
Contaminant                      HAA5
AnalyticalResultValue            0.21
ZIPCODE                         56633
Latitude                     47.31957
Longitude                   -94.50911
Name: 711, dtype: object
CollectionDate           1520294400.0
Contaminant                      HAA9
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ZIPCODE                         56633
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CollectionDate           1717459200.0
Contaminant                     PFPeA
AnalyticalResultValue             0.0
ZIPCODE                         98221
Latitude                     48.50401
Longitude                  -122.65435
Name: 1748, dtype: object
CollectionDate           1717459200.0
Contaminant                      PFTA
AnalyticalResultValue             0.0
ZIPCODE                         98221
Latitude                     48.50401
Longitude                  -122.65435
Name: 1749, dtype: object
CollectionDate           1717459200.0
Contaminant                      PFOA
AnalyticalResultValue             0.0
ZIPCODE                         98221
Latitude                     48.50401
Longitude                  -122.65435
Name: 1750, dtype: object
CollectionDate           1717459200.0
Contaminant                   6:2 FTS
AnalyticalResultValue             0.0
ZIPCODE                         98221
Latitude                     48.50401
Longitude                  -122.65435
Name: 1751, dtype: object
CollectionDate           1717459200.0
Contaminant                     PFUnA
AnalyticalResultValue             0.0
ZIPCODE                         98221
Latitude                     48.50401
Longitude                  -122.65435
Name: 1752, dtype: object
CollectionDate           1717459200.0
Contaminant                      PFBA
AnalyticalResultValue             0.0
ZIPCODE                         98221
Latitude                     48.50401
Longitude                  -122.65435
Name: 1753, dtype: object
CollectionDate           1717459200.0
Contaminant                    PFTrDA
AnalyticalResultValue             0.0
ZIPCODE                         98221
Latitude                     48.50401
Longitude                  -122.65435
Name: 1754, dtype: object
CollectionDate           1717459200.0
Contaminant                     PFMPA
AnalyticalResultValue             0.0
ZIPCODE                         98221
Latitude                     48.50401
Longitude                  -122.65435
Name: 1755, dtype: object
CollectionDate           1717459200.0
Contaminant                     PFHpS
AnalyticalResultValue             0.0
ZIPCODE                         98221
Latitude                     48.50401
Longitude                  -122.65435
Name: 1756, dtype: object
CollectionDate           1717459200.0
Contaminant                   HFPO-DA
AnalyticalResultValue             0.0
ZIPCODE                         98221
Latitude                     48.50401
Longitude                  -122.65435
Name: 1757, dtype: object
CollectionDate           1717459200.0
Contaminant                      PFDA
AnalyticalResultValue             0.0
ZIPCODE                         98221
Latitude                     48.50401
Longitude                  -122.65435
Name: 1758, dtype: object
CollectionDate           1717459200.0
Contaminant                     ADONA
AnalyticalResultValue             0.0
ZIPCODE                         98221
Latitude                     48.50401
Longitude                  -122.65435
Name: 1759, dtype: object
CollectionDate           1717459200.0
Contaminant                    PFEESA
AnalyticalResultValue             0.0
ZIPCODE                         98221
Latitude                     48.50401
Longitude                  -122.65435
Name: 1760, dtype: object
CollectionDate           1717459200.0
Contaminant                     PFMBA
AnalyticalResultValue             0.0
ZIPCODE                         98221
Latitude                     48.50401
Longitude                  -122.65435
Name: 1761, dtype: object
CollectionDate           1717459200.0
Contaminant                     PFHpA
AnalyticalResultValue             0.0
ZIPCODE                         98221
Latitude                     48.50401
Longitude                  -122.65435
Name: 1762, dtype: object
CollectionDate           1717459200.0
Contaminant              11Cl-PF3OUdS
AnalyticalResultValue             0.0
ZIPCODE                         98221
Latitude                     48.50401
Longitude                  -122.65435
Name: 1763, dtype: object
CollectionDate           1717459200.0
Contaminant                   4:2 FTS
AnalyticalResultValue             0.0
ZIPCODE                         98221
Latitude                     48.50401
Longitude                  -122.65435
Name: 1764, dtype: object
CollectionDate           1717459200.0
Contaminant                      PFBS
AnalyticalResultValue             0.0
ZIPCODE                         98221
Latitude                     48.50401
Longitude                  -122.65435
Name: 1765, dtype: object
CollectionDate           1717459200.0
Contaminant                   8:2 FTS
AnalyticalResultValue             0.0
ZIPCODE                         98221
Latitude                     48.50401
Longitude                  -122.65435
Name: 1766, dtype: object
CollectionDate           1717459200.0
Contaminant                   lithium
AnalyticalResultValue             0.0
ZIPCODE                         98221
Latitude                     48.50401
Longitude                  -122.65435
Name: 1767, dtype: object
CollectionDate           1717459200.0
Contaminant                     PFDoA
AnalyticalResultValue             0.0
ZIPCODE                         98221
Latitude                     48.50401
Longitude                  -122.65435
Name: 1768, dtype: object
CollectionDate           1717459200.0
Contaminant                      PFNA
AnalyticalResultValue             0.0
ZIPCODE                         98221
Latitude                     48.50401
Longitude                  -122.65435
Name: 1769, dtype: object
In [ ]:
first_entry = list(zipcode_dict.items())[0]
print(first_entry)

import json

with open('zipcode_data.json', 'w') as f:
    json.dump(zipcode_dict, f, indent=4)
(6339, {'1,4-dioxane': {0.0: [1426550400.0, 1434585600.0, 1444003200.0, 1450137600.0]}, 'chlorate': {160.0: [1426550400.0], 30.0: [1426550400.0], 340.0: [1434585600.0], 110.0: [1434585600.0], 470.0: [1444003200.0], 170.0: [1444003200.0], 370.0: [1450137600.0], 74.0: [1450137600.0]}, 'chromium': {0.0: [1426550400.0, 1434585600.0, 1434585600.0, 1444003200.0, 1444003200.0, 1450137600.0], 0.2: [1426550400.0, 1450137600.0]}, 'strontium': {72.0: [1426550400.0], 250.0: [1426550400.0], 66.0: [1434585600.0, 1450137600.0], 270.0: [1434585600.0, 1450137600.0], 62.0: [1444003200.0], 260.0: [1444003200.0]}, 'cobalt': {0.0: [1426550400.0, 1434585600.0, 1444003200.0, 1450137600.0], 1.4: [1426550400.0, 1450137600.0], 1.5: [1434585600.0], 1.3: [1444003200.0]}, 'molybdenum': {0.0: [1426550400.0, 1426550400.0, 1434585600.0, 1434585600.0, 1444003200.0, 1444003200.0, 1450137600.0, 1450137600.0]}, 'vanadium': {0.0: [1426550400.0, 1434585600.0, 1444003200.0, 1450137600.0], 0.2: [1426550400.0, 1434585600.0, 1444003200.0, 1450137600.0]}, 'bromomethane': {0.0: [1426550400.0, 1434585600.0, 1444003200.0, 1450137600.0]}, 'HCFC-22': {0.0: [1426550400.0, 1434585600.0, 1444003200.0, 1450137600.0]}, 'chromium-6': {0.0: [1426550400.0, 1434585600.0, 1450137600.0], 0.17: [1426550400.0, 1450137600.0], 0.14: [1434585600.0], 0.04: [1444003200.0], 0.06: [1444003200.0]}, 'PFOA': {0.0: [1426550400.0, 1434585600.0, 1444003200.0, 1450137600.0]}, 'PFBS': {0.0: [1426550400.0, 1434585600.0, 1444003200.0, 1450137600.0]}, 'PFHpA': {0.0: [1426550400.0, 1434585600.0, 1444003200.0, 1450137600.0]}, 'PFHxS': {0.0: [1426550400.0, 1434585600.0, 1444003200.0, 1450137600.0]}, 'PFNA': {0.0: [1426550400.0, 1434585600.0, 1444003200.0, 1450137600.0]}, 'PFOS': {0.0: [1426550400.0, 1434585600.0, 1444003200.0, 1450137600.0]}, 'Halon 1011': {0.0: [1426550400.0, 1434585600.0, 1444003200.0, 1450137600.0]}, '1,2,3-trichloropropane': {0.0: [1426550400.0, 1434585600.0, 1444003200.0, 1450137600.0]}, '1,3-butadiene': {0.0: [1426550400.0, 1434585600.0, 1444003200.0, 1450137600.0]}, 'chloromethane': {0.0: [1426550400.0, 1434585600.0, 1444003200.0, 1450137600.0]}, '1,1-dichloroethane': {0.0: [1426550400.0, 1434585600.0, 1444003200.0, 1450137600.0]}, 'total permethrin': {0.0: [1522627200.0, 1528070400.0, 1536019200.0, 1543881600.0]}, '1-butanol': {0.0: [1522627200.0, 1528070400.0, 1536019200.0, 1543881600.0]}, 'dimethipin': {0.0: [1522627200.0, 1528070400.0, 1536019200.0, 1543881600.0]}, 'oxyfluorfen': {0.0: [1522627200.0, 1528070400.0, 1536019200.0, 1543881600.0]}, 'quinoline': {0.0: [1522627200.0, 1528070400.0, 1536019200.0, 1550620800.0]}, 'alpha-hexachlorocyclohexane': {0.0: [1522627200.0, 1528070400.0, 1536019200.0, 1543881600.0]}, 'tebuconazole': {0.0: [1522627200.0, 1528070400.0, 1536019200.0, 1543881600.0]}, '2-methoxyethanol': {0.0: [1522627200.0, 1528070400.0, 1536019200.0, 1543881600.0]}, 'o-toluidine': {0.0: [1522627200.0, 1528070400.0, 1536019200.0, 1550620800.0]}, 'profenofos': {0.0: [1522627200.0, 1528070400.0, 1536019200.0, 1543881600.0]}, 'tribufos': {0.0: [1522627200.0, 1528070400.0, 1536019200.0, 1543881600.0]}, 'chlorpyrifos': {0.0: [1522627200.0, 1528070400.0, 1536019200.0, 1543881600.0]}, 'butylated hydroxyanisole': {0.0: [1522627200.0, 1528070400.0, 1536019200.0, 1550620800.0]}, '2-propen-1-ol': {0.0: [1522627200.0, 1528070400.0, 1536019200.0, 1543881600.0]}, 'manganese': {4.976: [1522627200.0], 18.045: [1528070400.0], 27.482: [1536019200.0], 8.949: [1543881600.0]}, 'ethoprop': {0.0: [1522627200.0, 1528070400.0, 1536019200.0, 1543881600.0]}, 'germanium': {0.0: [1522627200.0, 1528070400.0, 1536019200.0, 1543881600.0]}, 'HAA6Br': {11.408: [1522627200.0], 10.822: [1522627200.0], 10.543: [1528070400.0], 11.057: [1528070400.0], 8.943: [1536019200.0], 9.137: [1536019200.0], 11.502: [1543881600.0], 11.277: [1543881600.0]}, 'HAA9': {40.535: [1522627200.0], 36.732: [1522627200.0], 52.079: [1528070400.0], 52.347: [1528070400.0], 23.006: [1536019200.0], 27.152: [1536019200.0], 29.425: [1543881600.0], 32.134: [1543881600.0]}, 'HAA5': {29.643: [1522627200.0], 26.422: [1522627200.0], 42.602: [1528070400.0], 42.34: [1528070400.0], 15.501: [1536019200.0], 19.231: [1536019200.0], 19.545: [1543881600.0], 22.223: [1543881600.0]}})
In [ ]:
import os
import heapq
import datetime
import matplotlib.pyplot as plt
from sklearn.linear_model import LinearRegression
from sklearn.metrics import mean_squared_error, r2_score
from sklearn.model_selection import train_test_split

def train_model_per_zipcode(zipcode_dict):
    """Trains a linear regression model for each zip code and contaminant.
       Stores predicted analyticalResultValues for future date and returns a list of tuples
       containing (zipcode, contaminant, predicted_AnalyticalResultValue).

    Args:
        zipcode_dict: A dictionary with zip codes as keys and inner dictionaries
                      containing contaminant data (collection date and AnalyticalResultValue).
    """

    models = {}
    top_graphs = []  # Priority queue to store top graphs (abs(r2_score - 1), file_name)
    graph_count = 0
    predicted_AnalyticalValues = [] # List to store (zipcode, contaminant, predicted_AnalyticalResultValue)

    # Create an 'output_graphs' directory if it doesn't exist
    output_dir = 'output_graphs'
    if not os.path.exists(output_dir):
        os.makedirs(output_dir)

    # Create a dictionary to store predictions
    zipcode_predictions = {}

    for zipcode, contaminant_data in zipcode_dict.items():
        for contaminant, data_points in contaminant_data.items():  # Iterate through contaminants
            X = []
            y = []
            # Changed loop to iterate through the actual structure of data_points
            for analyticalResultValue, collection_dates in data_points.items():
                for collection_date in collection_dates:
                    X.append([collection_date])  # Use collection date as the feature
                    y.append(analyticalResultValue)  # Use analyticalResultValue as the target


            if len(X) > 1:  # Need at least 2 data points for training
                # Split the data into training and testing sets
                X_train, X_test, y_train, y_test = train_test_split(
                    X, y, test_size=0.2, random_state=42
                )

                model = LinearRegression()
                model.fit(X_train, y_train)

                y_pred = model.predict(X_test)

                # Calculate and print the MSE for this model
                mse = mean_squared_error(y_test, y_pred)
                print(f"\nZip Code: {zipcode}, MSE: {mse}")

                # Calculate and print the R-squared score
                r2 = r2_score(y_test, y_pred)
                if(np.isnan(r2)):
                  r2 = 1.0
                print(f"Zip Code: {zipcode}, R^2 score: {r2}")

                models[zipcode] = model  # Store the model for this zip code

                # --- Prediction into the future ---
                future_date = datetime.datetime.now() + datetime.timedelta(days=365)
                future_date_timestamp = int(future_date.timestamp())
                future_prediction = model.predict([[future_date_timestamp]])
                print(f"Prediction for {contaminant} in zip code {zipcode} on {future_date.strftime('%Y-%m-%d')}: {future_prediction[0]}")

                # Store the prediction
                predicted_AnalyticalValues.append((zipcode, contaminant, future_prediction[0], future_date.strftime('%Y-%m-%d')))

                # Store the prediction in the dictionary along with MSE and R-squared
                zipcode_predictions.setdefault(zipcode, {}).setdefault(contaminant, []).append({
                    "date": future_date.strftime('%Y-%m-%d'),
                    "predicted_value": future_prediction[0],
                    "mse": mse,  # Add MSE
                    "r2": r2     # Add R-squared
                })

                # --- Plotting ---
                X_dates = [datetime.datetime.fromtimestamp(ts) for ts in np.array(X).flatten()]
                plt.figure(figsize=(8, 6))
                plt.scatter(X_dates, y, color='blue', label='Actual AnalyticalResultValue')
                plt.plot(X_dates, model.predict(np.array(X).reshape(-1, 1)), color='red', label='Predicted AnalyticalResultValue')

                # Add future prediction to the plot
                plt.scatter([future_date], future_prediction, color='green', marker='o', s=100, label='Future Prediction')


                plt.title(f"Linear Regression for Zip Code: {zipcode} and Contaminant: {contaminant}\n"
          f"Prediction for {future_date.strftime('%Y-%m-%d')}: {future_prediction[0]}\n"
          f"Mean Squared Error: {mse}, R^2 Score: {r2}")
                plt.xlabel('Collection Date')
                plt.ylabel('AnalyticalResultValue')
                plt.xticks(rotation=45, ha='right')
                plt.legend()
                plt.grid(True)
                plt.tight_layout()

                # --- Saving Graphs (with variety selection) ---
                file_name = os.path.join(output_dir, f"{zipcode}_{contaminant}_graph.png")
                # plt.savefig(file_name)  # Save the graph - might not be necessary unless you want a lot

                # Calculate and print the R-squared score
                r2 = r2_score(y_test, y_pred)
                if np.isnan(r2):
                    r2 = 1.0  # Handle NaN by setting R^2 to 1.0

                #print(f"Zip Code: {zipcode}, R^2 score: {r2}")
                accuracy = abs(r2 - 1)
                models[zipcode] = model  # Store the model for this zip code

                # Calculate variety (standard deviation of MRL values)
                variety = np.std(y)

                # Add to priority queue based on variety and accuracy
                score = variety * (1 - accuracy) # Combine variety and accuracy
                heapq.heappush(top_graphs, (-score, file_name))  # Use negative for max-heap

                if len(top_graphs) > 5:  # Keep only top 5
                    heapq.heappop(top_graphs)

                graph_count += 1
                plt.show()

    # Save the top 15 most accurate graphs
    print(f"Saving top 15 most accurate predictions based on R^2 score out of {graph_count} total graphs")
    for accuracy, file_name in top_graphs:
        plt.savefig(file_name)

    print(f"Total graphs generated: {graph_count}")
    # return models, predicted_AnalyticalValues
    # Return both zipcode_predictions and predicted_AnalyticalValues
    return zipcode_predictions, predicted_AnalyticalValues

# Train models for each zip code
# models, predicted_AnalyticalValues = train_model_per_zipcode(zipcode_dict)
# Train models and get predictions
zipcode_predictions, predicted_AnalyticalValues = train_model_per_zipcode(zipcode_dict)  # Receive both return values


# Save predictions to a JSON file
with open('zipcode_predictions.json', 'w') as f:
  json.dump(zipcode_predictions, f, indent=4)  # Use indent for readability

print(zipcode_predictions)
Zip Code: 6339, MSE: 0.0
Zip Code: 6339, R^2 score: 1.0
Prediction for 1,4-dioxane in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 19692.292764058227
Zip Code: 6339, R^2 score: -3.018835257971067
Prediction for chlorate in zip code 6339 on 2025-12-10: 1520.1093366459436
Zip Code: 6339, MSE: 0.0048325645150389205
Zip Code: 6339, R^2 score: 0.0
Prediction for chromium in zip code 6339 on 2025-12-10: 0.2545034547945586
Zip Code: 6339, MSE: 16317.20227833172
Zip Code: 6339, R^2 score: -162.1720227833172
Prediction for strontium in zip code 6339 on 2025-12-10: 118.77321236495004
Zip Code: 6339, MSE: 0.7992282334162855
Zip Code: 6339, R^2 score: -0.6310780273801746
Prediction for cobalt in zip code 6339 on 2025-12-10: -7.171894832131599
Zip Code: 6339, MSE: 0.0
Zip Code: 6339, R^2 score: 1.0
Prediction for molybdenum in zip code 6339 on 2025-12-10: 0.0
Zip Code: 6339, MSE: 0.010000000000000002
Zip Code: 6339, R^2 score: 0.0
Prediction for vanadium in zip code 6339 on 2025-12-10: 0.09999999999999966
Zip Code: 6339, MSE: 0.0
Zip Code: 6339, R^2 score: 1.0
Prediction for bromomethane in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.0
Zip Code: 6339, R^2 score: 1.0
Prediction for HCFC-22 in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.00493389399817824
Zip Code: 6339, R^2 score: -0.00691714248535491
Prediction for chromium-6 in zip code 6339 on 2025-12-10: -0.0700095834980402
Zip Code: 6339, MSE: 0.0
Zip Code: 6339, R^2 score: 1.0
Prediction for PFOA in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.0
Zip Code: 6339, R^2 score: 1.0
Prediction for PFBS in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.0
Zip Code: 6339, R^2 score: 1.0
Prediction for PFHpA in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.0
Zip Code: 6339, R^2 score: 1.0
Prediction for PFHxS in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.0
Zip Code: 6339, R^2 score: 1.0
Prediction for PFNA in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.0
Zip Code: 6339, R^2 score: 1.0
Prediction for PFOS in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.0
Zip Code: 6339, R^2 score: 1.0
Prediction for Halon 1011 in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.0
Zip Code: 6339, R^2 score: 1.0
Prediction for 1,2,3-trichloropropane in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.0
Zip Code: 6339, R^2 score: 1.0
Prediction for 1,3-butadiene in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.0
Zip Code: 6339, R^2 score: 1.0
Prediction for chloromethane in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.0
Zip Code: 6339, R^2 score: 1.0
Prediction for 1,1-dichloroethane in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.0
Zip Code: 6339, R^2 score: 1.0
Prediction for total permethrin in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.0
Zip Code: 6339, R^2 score: 1.0
Prediction for 1-butanol in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.0
Zip Code: 6339, R^2 score: 1.0
Prediction for dimethipin in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.0
Zip Code: 6339, R^2 score: 1.0
Prediction for oxyfluorfen in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.0
Zip Code: 6339, R^2 score: 1.0
Prediction for quinoline in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.0
Zip Code: 6339, R^2 score: 1.0
Prediction for alpha-hexachlorocyclohexane in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.0
Zip Code: 6339, R^2 score: 1.0
Prediction for tebuconazole in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.0
Zip Code: 6339, R^2 score: 1.0
Prediction for 2-methoxyethanol in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.0
Zip Code: 6339, R^2 score: 1.0
Prediction for o-toluidine in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.0
Zip Code: 6339, R^2 score: 1.0
Prediction for profenofos in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.0
Zip Code: 6339, R^2 score: 1.0
Prediction for tribufos in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.0
Zip Code: 6339, R^2 score: 1.0
Prediction for chlorpyrifos in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.0
Zip Code: 6339, R^2 score: 1.0
Prediction for butylated hydroxyanisole in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.0
Zip Code: 6339, R^2 score: 1.0
Prediction for 2-propen-1-ol in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 40.4314710093647
Zip Code: 6339, R^2 score: 1.0
Prediction for manganese in zip code 6339 on 2025-12-10: 93.92657700114194
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.0
Zip Code: 6339, R^2 score: 1.0
Prediction for ethoprop in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 0.0
Zip Code: 6339, R^2 score: 1.0
Prediction for germanium in zip code 6339 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 6339, MSE: 1.3743854425423327
Zip Code: 6339, R^2 score: -0.9362825313842118
Prediction for HAA6Br in zip code 6339 on 2025-12-10: 11.351398026837902
Zip Code: 6339, MSE: 110.77963795857383
Zip Code: 6339, R^2 score: -3.828240722389367
Prediction for HAA9 in zip code 6339 on 2025-12-10: -176.7006673989581
Zip Code: 6339, MSE: 101.03120566372047
Zip Code: 6339, R^2 score: -6.815143368225137
Prediction for HAA5 in zip code 6339 on 2025-12-10: -177.74306433665538
Zip Code: 35005, MSE: 0.0
Zip Code: 35005, R^2 score: 1.0
Prediction for PFHxS in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0
Zip Code: 35005, R^2 score: 1.0
Prediction for tellurium in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0
Zip Code: 35005, R^2 score: 1.0
Prediction for chromium in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0
Zip Code: 35005, R^2 score: 1.0
Prediction for cobalt in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0
Zip Code: 35005, R^2 score: 1.0
Prediction for chloromethane in zip code 35005 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 35005, MSE: 1.2567536775713826
Zip Code: 35005, R^2 score: 0.0
Prediction for molybdenum in zip code 35005 on 2025-12-10: -17.550741216281907
Zip Code: 35005, MSE: 0.0886435297668037
Zip Code: 35005, R^2 score: -0.41829647626885924
Prediction for vanadium in zip code 35005 on 2025-12-10: -0.16001759184956565
Zip Code: 35005, MSE: 0.0
Zip Code: 35005, R^2 score: 1.0
Prediction for Halon 1011 in zip code 35005 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 35005, MSE: 0.0
Zip Code: 35005, R^2 score: 1.0
Prediction for n-propylbenzene in zip code 35005 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 35005, MSE: 0.00026602723790868966
Zip Code: 35005, R^2 score: -0.7583927418116847
Prediction for chromium-6 in zip code 35005 on 2025-12-10: -0.08891460360320946
Zip Code: 35005, MSE: 0.0
Zip Code: 35005, R^2 score: 1.0
Prediction for germanium in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0
Zip Code: 35005, R^2 score: 1.0
Prediction for PFHpA in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0
Zip Code: 35005, R^2 score: 1.0
Prediction for 1,1-dichloroethane in zip code 35005 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 35005, MSE: 0.0008702685204829733
Zip Code: 35005, R^2 score: 1.0
Prediction for 1,4-dioxane in zip code 35005 on 2025-12-10: -0.1008497656594034
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 35005, MSE: 0.0
Zip Code: 35005, R^2 score: 1.0
Prediction for sec-butylbenzene in zip code 35005 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 35005, MSE: 8.387055689503859e-07
Zip Code: 35005, R^2 score: 0.0
Prediction for PFBS in zip code 35005 on 2025-12-10: 0.0012998288755263392
Zip Code: 35005, MSE: 26.651938621736893
Zip Code: 35005, R^2 score: -0.004880332613324656
Prediction for strontium in zip code 35005 on 2025-12-10: 78.97513505967873
Zip Code: 35005, MSE: 1766.0237261626048
Zip Code: 35005, R^2 score: -109.3764828851628
Prediction for chlorate in zip code 35005 on 2025-12-10: 239.9273521754575
Zip Code: 35005, MSE: 0.0
Zip Code: 35005, R^2 score: 1.0
Prediction for 1,3-butadiene in zip code 35005 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 35005, MSE: 1.4199738664282935
Zip Code: 35005, R^2 score: 0.08003837630400246
Prediction for manganese in zip code 35005 on 2025-12-10: 2.830077986981136
Zip Code: 35005, MSE: 0.0
Zip Code: 35005, R^2 score: 1.0
Prediction for PFOA in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0
Zip Code: 35005, R^2 score: 1.0
Prediction for HCFC-22 in zip code 35005 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 35005, MSE: 0.0
Zip Code: 35005, R^2 score: 1.0
Prediction for PFNA in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0
Zip Code: 35005, R^2 score: 1.0
Prediction for bromomethane in zip code 35005 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 35005, MSE: 0.0
Zip Code: 35005, R^2 score: 1.0
Prediction for 1,2,3-trichloropropane in zip code 35005 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 35005, MSE: 0.0
Zip Code: 35005, R^2 score: 1.0
Prediction for PFOS in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0
Zip Code: 35005, R^2 score: 1.0
Prediction for total permethrin in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0
Zip Code: 35005, R^2 score: 1.0
Prediction for 1-butanol in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0
Zip Code: 35005, R^2 score: 1.0
Prediction for profenofos in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0
Zip Code: 35005, R^2 score: 1.0
Prediction for 2-propen-1-ol in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0
Zip Code: 35005, R^2 score: 1.0
Prediction for quinoline in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0
Zip Code: 35005, R^2 score: 1.0
Prediction for dimethipin in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0
Zip Code: 35005, R^2 score: 1.0
Prediction for alpha-hexachlorocyclohexane in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0
Zip Code: 35005, R^2 score: 1.0
Prediction for 2-methoxyethanol in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0
Zip Code: 35005, R^2 score: 1.0
Prediction for o-toluidine in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0
Zip Code: 35005, R^2 score: 1.0
Prediction for butylated hydroxyanisole in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0
Zip Code: 35005, R^2 score: 1.0
Prediction for tribufos in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0
Zip Code: 35005, R^2 score: 1.0
Prediction for ethoprop in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0
Zip Code: 35005, R^2 score: 1.0
Prediction for chlorpyrifos in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0
Zip Code: 35005, R^2 score: 1.0
Prediction for tebuconazole in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0
Zip Code: 35005, R^2 score: 1.0
Prediction for oxyfluorfen in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 71.13651975704933
Zip Code: 35005, R^2 score: -0.06588819493761333
Prediction for HAA5 in zip code 35005 on 2025-12-10: 45.652204417819064
Zip Code: 35005, MSE: 96.90103322565629
Zip Code: 35005, R^2 score: -0.10769004356311895
Prediction for HAA9 in zip code 35005 on 2025-12-10: 63.60966656240967
Zip Code: 35005, MSE: 4.028737561434607
Zip Code: 35005, R^2 score: -0.6982853899411692
Prediction for HAA6Br in zip code 35005 on 2025-12-10: 18.91483522063855
Zip Code: 35005, MSE: 0.0
Zip Code: 35005, R^2 score: 1.0
Prediction for total microcystins in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0
Zip Code: 35005, R^2 score: 1.0
Prediction for cylindrospermopsin in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0
Zip Code: 35005, R^2 score: 1.0
Prediction for anatoxin-a in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.00034615214998987427
Zip Code: 35005, R^2 score: 0.0
Prediction for 6:2 FTS in zip code 35005 on 2025-12-10: 0.06534047089538442
Zip Code: 35005, MSE: 0.0
Zip Code: 35005, R^2 score: 1.0
Prediction for 11Cl-PF3OUdS in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0
Zip Code: 35005, R^2 score: 1.0
Prediction for HFPO-DA in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0
Zip Code: 35005, R^2 score: 1.0
Prediction for NMeFOSAA in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.000743445090272594
Zip Code: 35005, R^2 score: 0.0
Prediction for PFHxA in zip code 35005 on 2025-12-10: 0.09575759600870448
Zip Code: 35005, MSE: 0.0
Zip Code: 35005, R^2 score: 1.0
Prediction for PFBA in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0
Zip Code: 35005, R^2 score: 1.0
Prediction for PFMBA in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0
Zip Code: 35005, R^2 score: 1.0
Prediction for 4:2 FTS in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0
Zip Code: 35005, R^2 score: 1.0
Prediction for PFHpS in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.00032269118381934067
Zip Code: 35005, R^2 score: 0.0
Prediction for PFPeA in zip code 35005 on 2025-12-10: 0.06308736199126885
Zip Code: 35005, MSE: 0.0
Zip Code: 35005, R^2 score: 1.0
Prediction for PFEESA in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0
Zip Code: 35005, R^2 score: 1.0
Prediction for PFDA in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0
Zip Code: 35005, R^2 score: 1.0
Prediction for NFDHA in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0
Zip Code: 35005, R^2 score: 1.0
Prediction for PFTA in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0
Zip Code: 35005, R^2 score: 1.0
Prediction for lithium in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0
Zip Code: 35005, R^2 score: 1.0
Prediction for ADONA in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0
Zip Code: 35005, R^2 score: 1.0
Prediction for PFUnA in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0
Zip Code: 35005, R^2 score: 1.0
Prediction for PFMPA in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0
Zip Code: 35005, R^2 score: 1.0
Prediction for PFPeS in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0
Zip Code: 35005, R^2 score: 1.0
Prediction for 9Cl-PF3ONS in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0
Zip Code: 35005, R^2 score: 1.0
Prediction for NEtFOSAA in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0
Zip Code: 35005, R^2 score: 1.0
Prediction for PFDoA in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0
Zip Code: 35005, R^2 score: 1.0
Prediction for PFTrDA in zip code 35005 on 2025-12-10: 0.0
Zip Code: 35005, MSE: 0.0
Zip Code: 35005, R^2 score: 1.0
Prediction for 8:2 FTS in zip code 35005 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.6852360625400931
Zip Code: 48858, R^2 score: -0.6696785149612403
Prediction for molybdenum in zip code 48858 on 2025-12-10: 14.360067439569306
Zip Code: 48858, MSE: 60945.768775145836
Zip Code: 48858, R^2 score: -0.2923191004059762
Prediction for chlorate in zip code 48858 on 2025-12-10: 375.6182636685928
Zip Code: 48858, MSE: 21365.960931773894
Zip Code: 48858, R^2 score: -0.08346657869035967
Prediction for strontium in zip code 48858 on 2025-12-10: -396.52501805596467
Zip Code: 48858, MSE: 0.04122082888770788
Zip Code: 48858, R^2 score: 0.16893490145750234
Prediction for chromium in zip code 48858 on 2025-12-10: 3.6574952565588728
Zip Code: 48858, MSE: 0.0
Zip Code: 48858, R^2 score: 1.0
Prediction for cobalt in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.007933698598039867
Zip Code: 48858, R^2 score: -0.23964040594372915
Prediction for vanadium in zip code 48858 on 2025-12-10: 1.5024851690400114
Zip Code: 48858, MSE: 0.0598874277899631
Zip Code: 48858, R^2 score: -0.36654408063990296
Prediction for chromium-6 in zip code 48858 on 2025-12-10: 2.7035852125631195
Zip Code: 48858, MSE: 0.0
Zip Code: 48858, R^2 score: 1.0
Prediction for Halon 1011 in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0
Zip Code: 48858, R^2 score: 1.0
Prediction for PFOA in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0
Zip Code: 48858, R^2 score: 1.0
Prediction for PFHxS in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0
Zip Code: 48858, R^2 score: 1.0
Prediction for 1,4-dioxane in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0
Zip Code: 48858, R^2 score: 1.0
Prediction for 1,3-butadiene in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0
Zip Code: 48858, R^2 score: 1.0
Prediction for PFOS in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0
Zip Code: 48858, R^2 score: 1.0
Prediction for 1,1-dichloroethane in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0
Zip Code: 48858, R^2 score: 1.0
Prediction for chloromethane in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0
Zip Code: 48858, R^2 score: 1.0
Prediction for equilin in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0
Zip Code: 48858, R^2 score: 1.0
Prediction for testosterone in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0
Zip Code: 48858, R^2 score: 1.0
Prediction for estrone in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0
Zip Code: 48858, R^2 score: 1.0
Prediction for estriol in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0
Zip Code: 48858, R^2 score: 1.0
Prediction for HCFC-22 in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 4.239940175947256e-09
Zip Code: 48858, R^2 score: 0.0
Prediction for PFBS in zip code 48858 on 2025-12-10: 0.0016709344497596755
Zip Code: 48858, MSE: 0.0
Zip Code: 48858, R^2 score: 1.0
Prediction for 17-alpha-ethynylestradiol in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0
Zip Code: 48858, R^2 score: 1.0
Prediction for 4-androstene-3,17-dione in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0
Zip Code: 48858, R^2 score: 1.0
Prediction for PFHpA in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0
Zip Code: 48858, R^2 score: 1.0
Prediction for 1,2,3-trichloropropane in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0
Zip Code: 48858, R^2 score: 1.0
Prediction for PFNA in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0
Zip Code: 48858, R^2 score: 1.0
Prediction for bromomethane in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0
Zip Code: 48858, R^2 score: 1.0
Prediction for 17-beta-estradiol in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0
Zip Code: 48858, R^2 score: 1.0
Prediction for ethoprop in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0
Zip Code: 48858, R^2 score: 1.0
Prediction for tribufos in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0
Zip Code: 48858, R^2 score: 1.0
Prediction for chlorpyrifos in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0
Zip Code: 48858, R^2 score: 1.0
Prediction for alpha-hexachlorocyclohexane in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0
Zip Code: 48858, R^2 score: 1.0
Prediction for oxyfluorfen in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 292.6997564818183
Zip Code: 48858, R^2 score: -0.69266438133741
Prediction for 2-methoxyethanol in zip code 48858 on 2025-12-10: 10.84839489294292
Zip Code: 48858, MSE: 0.0
Zip Code: 48858, R^2 score: 1.0
Prediction for germanium in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 3409.5299061564065
Zip Code: 48858, R^2 score: -0.12711732434922518
Prediction for manganese in zip code 48858 on 2025-12-10: 110.32143910224283
Zip Code: 48858, MSE: 0.0
Zip Code: 48858, R^2 score: 1.0
Prediction for tebuconazole in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0
Zip Code: 48858, R^2 score: 1.0
Prediction for 1-butanol in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0
Zip Code: 48858, R^2 score: 1.0
Prediction for profenofos in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0
Zip Code: 48858, R^2 score: 1.0
Prediction for 2-propen-1-ol in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0
Zip Code: 48858, R^2 score: 1.0
Prediction for total permethrin in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0
Zip Code: 48858, R^2 score: 1.0
Prediction for dimethipin in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 185.0883690280543
Zip Code: 48858, R^2 score: -0.8625319136488758
Prediction for HAA9 in zip code 48858 on 2025-12-10: -4.769669316143876
Zip Code: 48858, MSE: 61.39802522192581
Zip Code: 48858, R^2 score: -0.9612283891709787
Prediction for HAA6Br in zip code 48858 on 2025-12-10: 4.245443862433049
Zip Code: 48858, MSE: 58.49878492674781
Zip Code: 48858, R^2 score: -0.9754481994673874
Prediction for HAA5 in zip code 48858 on 2025-12-10: -9.251015483608597
Zip Code: 48858, MSE: 0.0
Zip Code: 48858, R^2 score: 1.0
Prediction for butylated hydroxyanisole in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0
Zip Code: 48858, R^2 score: 1.0
Prediction for o-toluidine in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0
Zip Code: 48858, R^2 score: 1.0
Prediction for quinoline in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0
Zip Code: 48858, R^2 score: 1.0
Prediction for cylindrospermopsin in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0
Zip Code: 48858, R^2 score: 1.0
Prediction for total microcystins in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0
Zip Code: 48858, R^2 score: 1.0
Prediction for anatoxin-a in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0
Zip Code: 48858, R^2 score: 1.0
Prediction for NMeFOSAA in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0
Zip Code: 48858, R^2 score: 1.0
Prediction for PFUnA in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 88.9249000000012
Zip Code: 48858, R^2 score: 0.0
Prediction for lithium in zip code 48858 on 2025-12-10: -39.86835969162394
Zip Code: 48858, MSE: 0.0
Zip Code: 48858, R^2 score: 1.0
Prediction for NEtFOSAA in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0
Zip Code: 48858, R^2 score: 1.0
Prediction for ADONA in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0
Zip Code: 48858, R^2 score: 1.0
Prediction for 9Cl-PF3ONS in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0
Zip Code: 48858, R^2 score: 1.0
Prediction for 11Cl-PF3OUdS in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0
Zip Code: 48858, R^2 score: 1.0
Prediction for PFHpS in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0
Zip Code: 48858, R^2 score: 1.0
Prediction for PFMBA in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0
Zip Code: 48858, R^2 score: 1.0
Prediction for PFPeA in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0
Zip Code: 48858, R^2 score: 1.0
Prediction for PFMPA in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0
Zip Code: 48858, R^2 score: 1.0
Prediction for PFEESA in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0
Zip Code: 48858, R^2 score: 1.0
Prediction for NFDHA in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0
Zip Code: 48858, R^2 score: 1.0
Prediction for PFPeS in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0
Zip Code: 48858, R^2 score: 1.0
Prediction for 8:2 FTS in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0
Zip Code: 48858, R^2 score: 1.0
Prediction for 6:2 FTS in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0
Zip Code: 48858, R^2 score: 1.0
Prediction for 4:2 FTS in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0
Zip Code: 48858, R^2 score: 1.0
Prediction for PFTA in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0
Zip Code: 48858, R^2 score: 1.0
Prediction for PFDA in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0
Zip Code: 48858, R^2 score: 1.0
Prediction for HFPO-DA in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0
Zip Code: 48858, R^2 score: 1.0
Prediction for PFHxA in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0
Zip Code: 48858, R^2 score: 1.0
Prediction for PFTrDA in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0
Zip Code: 48858, R^2 score: 1.0
Prediction for PFDoA in zip code 48858 on 2025-12-10: 0.0
Zip Code: 48858, MSE: 0.0
Zip Code: 48858, R^2 score: 1.0
Prediction for PFBA in zip code 48858 on 2025-12-10: 0.0
Zip Code: 56633, MSE: 0.0
Zip Code: 56633, R^2 score: 1.0
Prediction for ethoprop in zip code 56633 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 56633, MSE: 0.0
Zip Code: 56633, R^2 score: 1.0
Prediction for tribufos in zip code 56633 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 56633, MSE: 0.0
Zip Code: 56633, R^2 score: 1.0
Prediction for chlorpyrifos in zip code 56633 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 56633, MSE: 0.0
Zip Code: 56633, R^2 score: 1.0
Prediction for alpha-hexachlorocyclohexane in zip code 56633 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 56633, MSE: 0.0
Zip Code: 56633, R^2 score: 1.0
Prediction for oxyfluorfen in zip code 56633 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 56633, MSE: 0.0
Zip Code: 56633, R^2 score: 1.0
Prediction for 2-methoxyethanol in zip code 56633 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 56633, MSE: 0.0
Zip Code: 56633, R^2 score: 1.0
Prediction for germanium in zip code 56633 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 56633, MSE: 0.0
Zip Code: 56633, R^2 score: 1.0
Prediction for manganese in zip code 56633 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 56633, MSE: 0.0
Zip Code: 56633, R^2 score: 1.0
Prediction for tebuconazole in zip code 56633 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 56633, MSE: 0.0
Zip Code: 56633, R^2 score: 1.0
Prediction for 1-butanol in zip code 56633 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 56633, MSE: 0.0
Zip Code: 56633, R^2 score: 1.0
Prediction for profenofos in zip code 56633 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 56633, MSE: 0.0
Zip Code: 56633, R^2 score: 1.0
Prediction for 2-propen-1-ol in zip code 56633 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 56633, MSE: 0.0
Zip Code: 56633, R^2 score: 1.0
Prediction for total permethrin in zip code 56633 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 56633, MSE: 0.0
Zip Code: 56633, R^2 score: 1.0
Prediction for dimethipin in zip code 56633 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 56633, MSE: 0.3481000000000001
Zip Code: 56633, R^2 score: 1.0
Prediction for HAA9 in zip code 56633 on 2025-12-10: 0.8300308920259054
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 56633, MSE: 0.0
Zip Code: 56633, R^2 score: 1.0
Prediction for HAA6Br in zip code 56633 on 2025-12-10: -3.262673767645719
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 56633, MSE: 0.019600000000000003
Zip Code: 56633, R^2 score: 1.0
Prediction for HAA5 in zip code 56633 on 2025-12-10: 0.8300308970856101
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 56633, MSE: 0.0
Zip Code: 56633, R^2 score: 1.0
Prediction for butylated hydroxyanisole in zip code 56633 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 56633, MSE: 0.0
Zip Code: 56633, R^2 score: 1.0
Prediction for o-toluidine in zip code 56633 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 56633, MSE: 0.0
Zip Code: 56633, R^2 score: 1.0
Prediction for quinoline in zip code 56633 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 82520, MSE: 0.0
Zip Code: 82520, R^2 score: 1.0
Prediction for PFPeS in zip code 82520 on 2025-12-10: 0.0
Zip Code: 82520, MSE: 0.0
Zip Code: 82520, R^2 score: 1.0
Prediction for PFHpS in zip code 82520 on 2025-12-10: 0.0
Zip Code: 82520, MSE: 0.0
Zip Code: 82520, R^2 score: 1.0
Prediction for PFTrDA in zip code 82520 on 2025-12-10: 0.0
Zip Code: 82520, MSE: 0.0
Zip Code: 82520, R^2 score: 1.0
Prediction for PFHxS in zip code 82520 on 2025-12-10: 0.0
Zip Code: 82520, MSE: 0.0
Zip Code: 82520, R^2 score: 1.0
Prediction for NEtFOSAA in zip code 82520 on 2025-12-10: 0.0
Zip Code: 82520, MSE: 0.0
Zip Code: 82520, R^2 score: 1.0
Prediction for PFUnA in zip code 82520 on 2025-12-10: 0.0
Zip Code: 82520, MSE: 0.0
Zip Code: 82520, R^2 score: 1.0
Prediction for PFMPA in zip code 82520 on 2025-12-10: 0.0
Zip Code: 82520, MSE: 0.0
Zip Code: 82520, R^2 score: 1.0
Prediction for 8:2 FTS in zip code 82520 on 2025-12-10: 0.0
Zip Code: 82520, MSE: 0.0
Zip Code: 82520, R^2 score: 1.0
Prediction for PFPeA in zip code 82520 on 2025-12-10: 0.0
Zip Code: 82520, MSE: 0.0
Zip Code: 82520, R^2 score: 1.0
Prediction for HFPO-DA in zip code 82520 on 2025-12-10: 0.0
Zip Code: 82520, MSE: 0.0
Zip Code: 82520, R^2 score: 1.0
Prediction for PFOS in zip code 82520 on 2025-12-10: 0.0
Zip Code: 82520, MSE: 0.0
Zip Code: 82520, R^2 score: 1.0
Prediction for PFBS in zip code 82520 on 2025-12-10: 0.0
Zip Code: 82520, MSE: 0.0
Zip Code: 82520, R^2 score: 1.0
Prediction for PFTA in zip code 82520 on 2025-12-10: 0.0
Zip Code: 82520, MSE: 0.0
Zip Code: 82520, R^2 score: 1.0
Prediction for 6:2 FTS in zip code 82520 on 2025-12-10: 0.0
Zip Code: 82520, MSE: 0.0
Zip Code: 82520, R^2 score: 1.0
Prediction for PFBA in zip code 82520 on 2025-12-10: 0.0
Zip Code: 82520, MSE: 0.0
Zip Code: 82520, R^2 score: 1.0
Prediction for 4:2 FTS in zip code 82520 on 2025-12-10: 0.0
Zip Code: 82520, MSE: 3.227428805536995e-06
Zip Code: 82520, R^2 score: 0.0
Prediction for PFOA in zip code 82520 on 2025-12-10: 0.009075893155372411
Zip Code: 82520, MSE: 0.0
Zip Code: 82520, R^2 score: 1.0
Prediction for PFHxA in zip code 82520 on 2025-12-10: 0.0
Zip Code: 82520, MSE: 0.0
Zip Code: 82520, R^2 score: 1.0
Prediction for NMeFOSAA in zip code 82520 on 2025-12-10: 0.0
Zip Code: 82520, MSE: 0.0
Zip Code: 82520, R^2 score: 1.0
Prediction for PFNA in zip code 82520 on 2025-12-10: 0.0
Zip Code: 82520, MSE: 0.0
Zip Code: 82520, R^2 score: 1.0
Prediction for 9Cl-PF3ONS in zip code 82520 on 2025-12-10: 0.0
Zip Code: 82520, MSE: 0.0
Zip Code: 82520, R^2 score: 1.0
Prediction for 11Cl-PF3OUdS in zip code 82520 on 2025-12-10: 0.0
Zip Code: 82520, MSE: 0.0
Zip Code: 82520, R^2 score: 1.0
Prediction for PFMBA in zip code 82520 on 2025-12-10: 0.0
Zip Code: 82520, MSE: 0.0
Zip Code: 82520, R^2 score: 1.0
Prediction for PFEESA in zip code 82520 on 2025-12-10: 0.0
Zip Code: 82520, MSE: 0.0
Zip Code: 82520, R^2 score: 1.0
Prediction for PFDA in zip code 82520 on 2025-12-10: 0.0
Zip Code: 82520, MSE: 0.0
Zip Code: 82520, R^2 score: 1.0
Prediction for PFHpA in zip code 82520 on 2025-12-10: 0.0
Zip Code: 82520, MSE: 0.0
Zip Code: 82520, R^2 score: 1.0
Prediction for NFDHA in zip code 82520 on 2025-12-10: 0.0
Zip Code: 82520, MSE: 21.46165059074268
Zip Code: 82520, R^2 score: 0.0
Prediction for lithium in zip code 82520 on 2025-12-10: 15.276715331845594
Zip Code: 82520, MSE: 0.0
Zip Code: 82520, R^2 score: 1.0
Prediction for PFDoA in zip code 82520 on 2025-12-10: 0.0
Zip Code: 82520, MSE: 0.0
Zip Code: 82520, R^2 score: 1.0
Prediction for ADONA in zip code 82520 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 1.9072777650874673
Zip Code: 98221, R^2 score: 0.5551538740320776
Prediction for HAA9 in zip code 98221 on 2025-12-10: 32.81417621855479
Zip Code: 98221, MSE: 1.5079058189164933
Zip Code: 98221, R^2 score: 0.5381605455079652
Prediction for HAA5 in zip code 98221 on 2025-12-10: 30.041305722695824
Zip Code: 98221, MSE: 0.042482757369865606
Zip Code: 98221, R^2 score: 0.05593872511409759
Prediction for HAA6Br in zip code 98221 on 2025-12-10: 3.426865661219008
Zip Code: 98221, MSE: 0.0
Zip Code: 98221, R^2 score: 1.0
Prediction for 2-methoxyethanol in zip code 98221 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 98221, MSE: 0.0
Zip Code: 98221, R^2 score: 1.0
Prediction for germanium in zip code 98221 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 98221, MSE: 0.0
Zip Code: 98221, R^2 score: 1.0
Prediction for dimethipin in zip code 98221 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 98221, MSE: 0.0
Zip Code: 98221, R^2 score: 1.0
Prediction for 2-propen-1-ol in zip code 98221 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 98221, MSE: 0.0
Zip Code: 98221, R^2 score: 1.0
Prediction for butylated hydroxyanisole in zip code 98221 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 98221, MSE: 46.34736832343395
Zip Code: 98221, R^2 score: 1.0
Prediction for manganese in zip code 98221 on 2025-12-10: 11.313612861721772
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 98221, MSE: 0.0
Zip Code: 98221, R^2 score: 1.0
Prediction for tribufos in zip code 98221 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 98221, MSE: 0.0
Zip Code: 98221, R^2 score: 1.0
Prediction for alpha-hexachlorocyclohexane in zip code 98221 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 98221, MSE: 0.0
Zip Code: 98221, R^2 score: 1.0
Prediction for ethoprop in zip code 98221 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 98221, MSE: 0.0
Zip Code: 98221, R^2 score: 1.0
Prediction for chlorpyrifos in zip code 98221 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 98221, MSE: 0.0
Zip Code: 98221, R^2 score: 1.0
Prediction for tebuconazole in zip code 98221 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 98221, MSE: 0.0
Zip Code: 98221, R^2 score: 1.0
Prediction for o-toluidine in zip code 98221 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 98221, MSE: 0.0
Zip Code: 98221, R^2 score: 1.0
Prediction for total permethrin in zip code 98221 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 98221, MSE: 0.0
Zip Code: 98221, R^2 score: 1.0
Prediction for 1-butanol in zip code 98221 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 98221, MSE: 0.0
Zip Code: 98221, R^2 score: 1.0
Prediction for profenofos in zip code 98221 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 98221, MSE: 0.0
Zip Code: 98221, R^2 score: 1.0
Prediction for quinoline in zip code 98221 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 98221, MSE: 0.0
Zip Code: 98221, R^2 score: 1.0
Prediction for oxyfluorfen in zip code 98221 on 2025-12-10: 0.0
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_regression.py:1211: UndefinedMetricWarning: R^2 score is not well-defined with less than two samples.
  warnings.warn(msg, UndefinedMetricWarning)
Zip Code: 98221, MSE: 0.0
Zip Code: 98221, R^2 score: 1.0
Prediction for cylindrospermopsin in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0
Zip Code: 98221, R^2 score: 1.0
Prediction for anatoxin-a in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0
Zip Code: 98221, R^2 score: 1.0
Prediction for total microcystins in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0
Zip Code: 98221, R^2 score: 1.0
Prediction for PFEESA in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0
Zip Code: 98221, R^2 score: 1.0
Prediction for NMeFOSAA in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0
Zip Code: 98221, R^2 score: 1.0
Prediction for PFMBA in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0
Zip Code: 98221, R^2 score: 1.0
Prediction for PFOA in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0
Zip Code: 98221, R^2 score: 1.0
Prediction for PFUnA in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0
Zip Code: 98221, R^2 score: 1.0
Prediction for lithium in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0
Zip Code: 98221, R^2 score: 1.0
Prediction for PFDoA in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0
Zip Code: 98221, R^2 score: 1.0
Prediction for PFHpA in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0
Zip Code: 98221, R^2 score: 1.0
Prediction for ADONA in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0
Zip Code: 98221, R^2 score: 1.0
Prediction for 9Cl-PF3ONS in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0
Zip Code: 98221, R^2 score: 1.0
Prediction for NEtFOSAA in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0
Zip Code: 98221, R^2 score: 1.0
Prediction for PFHxA in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0
Zip Code: 98221, R^2 score: 1.0
Prediction for PFMPA in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0
Zip Code: 98221, R^2 score: 1.0
Prediction for 11Cl-PF3OUdS in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0
Zip Code: 98221, R^2 score: 1.0
Prediction for NFDHA in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0
Zip Code: 98221, R^2 score: 1.0
Prediction for PFNA in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0
Zip Code: 98221, R^2 score: 1.0
Prediction for PFOS in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0
Zip Code: 98221, R^2 score: 1.0
Prediction for PFHxS in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0
Zip Code: 98221, R^2 score: 1.0
Prediction for PFPeA in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0
Zip Code: 98221, R^2 score: 1.0
Prediction for PFBS in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0
Zip Code: 98221, R^2 score: 1.0
Prediction for 4:2 FTS in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0
Zip Code: 98221, R^2 score: 1.0
Prediction for PFHpS in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0
Zip Code: 98221, R^2 score: 1.0
Prediction for 6:2 FTS in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0
Zip Code: 98221, R^2 score: 1.0
Prediction for PFPeS in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0
Zip Code: 98221, R^2 score: 1.0
Prediction for 8:2 FTS in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0
Zip Code: 98221, R^2 score: 1.0
Prediction for PFTA in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0
Zip Code: 98221, R^2 score: 1.0
Prediction for PFDA in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0
Zip Code: 98221, R^2 score: 1.0
Prediction for HFPO-DA in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0
Zip Code: 98221, R^2 score: 1.0
Prediction for PFTrDA in zip code 98221 on 2025-12-10: 0.0
Zip Code: 98221, MSE: 0.0
Zip Code: 98221, R^2 score: 1.0
Prediction for PFBA in zip code 98221 on 2025-12-10: 0.0
Saving top 15 most accurate predictions based on R^2 score out of 290 total graphs
Total graphs generated: 290
{6339: {'1,4-dioxane': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'chlorate': [{'date': '2025-12-10', 'predicted_value': 1520.1093366459436, 'mse': 19692.292764058227, 'r2': -3.018835257971067}], 'chromium': [{'date': '2025-12-10', 'predicted_value': 0.2545034547945586, 'mse': 0.0048325645150389205, 'r2': 0.0}], 'strontium': [{'date': '2025-12-10', 'predicted_value': 118.77321236495004, 'mse': 16317.20227833172, 'r2': -162.1720227833172}], 'cobalt': [{'date': '2025-12-10', 'predicted_value': -7.171894832131599, 'mse': 0.7992282334162855, 'r2': -0.6310780273801746}], 'molybdenum': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'vanadium': [{'date': '2025-12-10', 'predicted_value': 0.09999999999999966, 'mse': 0.010000000000000002, 'r2': 0.0}], 'bromomethane': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'HCFC-22': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'chromium-6': [{'date': '2025-12-10', 'predicted_value': -0.0700095834980402, 'mse': 0.00493389399817824, 'r2': -0.00691714248535491}], 'PFOA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFBS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFHpA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFHxS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFNA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFOS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'Halon 1011': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '1,2,3-trichloropropane': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '1,3-butadiene': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'chloromethane': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '1,1-dichloroethane': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'total permethrin': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '1-butanol': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'dimethipin': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'oxyfluorfen': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'quinoline': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'alpha-hexachlorocyclohexane': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'tebuconazole': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '2-methoxyethanol': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'o-toluidine': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'profenofos': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'tribufos': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'chlorpyrifos': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'butylated hydroxyanisole': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '2-propen-1-ol': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'manganese': [{'date': '2025-12-10', 'predicted_value': 93.92657700114194, 'mse': 40.4314710093647, 'r2': 1.0}], 'ethoprop': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'germanium': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'HAA6Br': [{'date': '2025-12-10', 'predicted_value': 11.351398026837902, 'mse': 1.3743854425423327, 'r2': -0.9362825313842118}], 'HAA9': [{'date': '2025-12-10', 'predicted_value': -176.7006673989581, 'mse': 110.77963795857383, 'r2': -3.828240722389367}], 'HAA5': [{'date': '2025-12-10', 'predicted_value': -177.74306433665538, 'mse': 101.03120566372047, 'r2': -6.815143368225137}]}, 35005: {'PFHxS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'tellurium': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'chromium': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'cobalt': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'chloromethane': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'molybdenum': [{'date': '2025-12-10', 'predicted_value': -17.550741216281907, 'mse': 1.2567536775713826, 'r2': 0.0}], 'vanadium': [{'date': '2025-12-10', 'predicted_value': -0.16001759184956565, 'mse': 0.0886435297668037, 'r2': -0.41829647626885924}], 'Halon 1011': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'n-propylbenzene': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'chromium-6': [{'date': '2025-12-10', 'predicted_value': -0.08891460360320946, 'mse': 0.00026602723790868966, 'r2': -0.7583927418116847}], 'germanium': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFHpA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '1,1-dichloroethane': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '1,4-dioxane': [{'date': '2025-12-10', 'predicted_value': -0.1008497656594034, 'mse': 0.0008702685204829733, 'r2': 1.0}], 'sec-butylbenzene': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFBS': [{'date': '2025-12-10', 'predicted_value': 0.0012998288755263392, 'mse': 8.387055689503859e-07, 'r2': 0.0}], 'strontium': [{'date': '2025-12-10', 'predicted_value': 78.97513505967873, 'mse': 26.651938621736893, 'r2': -0.004880332613324656}], 'chlorate': [{'date': '2025-12-10', 'predicted_value': 239.9273521754575, 'mse': 1766.0237261626048, 'r2': -109.3764828851628}], '1,3-butadiene': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'manganese': [{'date': '2025-12-10', 'predicted_value': 2.830077986981136, 'mse': 1.4199738664282935, 'r2': 0.08003837630400246}], 'PFOA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'HCFC-22': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFNA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'bromomethane': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '1,2,3-trichloropropane': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFOS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'total permethrin': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '1-butanol': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'profenofos': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '2-propen-1-ol': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'quinoline': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'dimethipin': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'alpha-hexachlorocyclohexane': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '2-methoxyethanol': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'o-toluidine': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'butylated hydroxyanisole': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'tribufos': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'ethoprop': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'chlorpyrifos': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'tebuconazole': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'oxyfluorfen': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'HAA5': [{'date': '2025-12-10', 'predicted_value': 45.652204417819064, 'mse': 71.13651975704933, 'r2': -0.06588819493761333}], 'HAA9': [{'date': '2025-12-10', 'predicted_value': 63.60966656240967, 'mse': 96.90103322565629, 'r2': -0.10769004356311895}], 'HAA6Br': [{'date': '2025-12-10', 'predicted_value': 18.91483522063855, 'mse': 4.028737561434607, 'r2': -0.6982853899411692}], 'total microcystins': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'cylindrospermopsin': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'anatoxin-a': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '6:2 FTS': [{'date': '2025-12-10', 'predicted_value': 0.06534047089538442, 'mse': 0.00034615214998987427, 'r2': 0.0}], '11Cl-PF3OUdS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'HFPO-DA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'NMeFOSAA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFHxA': [{'date': '2025-12-10', 'predicted_value': 0.09575759600870448, 'mse': 0.000743445090272594, 'r2': 0.0}], 'PFBA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFMBA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '4:2 FTS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFHpS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFPeA': [{'date': '2025-12-10', 'predicted_value': 0.06308736199126885, 'mse': 0.00032269118381934067, 'r2': 0.0}], 'PFEESA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFDA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'NFDHA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFTA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'lithium': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'ADONA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFUnA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFMPA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFPeS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '9Cl-PF3ONS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'NEtFOSAA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFDoA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFTrDA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '8:2 FTS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}]}, 48858: {'molybdenum': [{'date': '2025-12-10', 'predicted_value': 14.360067439569306, 'mse': 0.6852360625400931, 'r2': -0.6696785149612403}], 'chlorate': [{'date': '2025-12-10', 'predicted_value': 375.6182636685928, 'mse': 60945.768775145836, 'r2': -0.2923191004059762}], 'strontium': [{'date': '2025-12-10', 'predicted_value': -396.52501805596467, 'mse': 21365.960931773894, 'r2': -0.08346657869035967}], 'chromium': [{'date': '2025-12-10', 'predicted_value': 3.6574952565588728, 'mse': 0.04122082888770788, 'r2': 0.16893490145750234}], 'cobalt': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'vanadium': [{'date': '2025-12-10', 'predicted_value': 1.5024851690400114, 'mse': 0.007933698598039867, 'r2': -0.23964040594372915}], 'chromium-6': [{'date': '2025-12-10', 'predicted_value': 2.7035852125631195, 'mse': 0.0598874277899631, 'r2': -0.36654408063990296}], 'Halon 1011': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFOA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFHxS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '1,4-dioxane': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '1,3-butadiene': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFOS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '1,1-dichloroethane': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'chloromethane': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'equilin': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'testosterone': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'estrone': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'estriol': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'HCFC-22': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFBS': [{'date': '2025-12-10', 'predicted_value': 0.0016709344497596755, 'mse': 4.239940175947256e-09, 'r2': 0.0}], '17-alpha-ethynylestradiol': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '4-androstene-3,17-dione': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFHpA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '1,2,3-trichloropropane': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFNA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'bromomethane': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '17-beta-estradiol': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'ethoprop': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'tribufos': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'chlorpyrifos': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'alpha-hexachlorocyclohexane': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'oxyfluorfen': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '2-methoxyethanol': [{'date': '2025-12-10', 'predicted_value': 10.84839489294292, 'mse': 292.6997564818183, 'r2': -0.69266438133741}], 'germanium': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'manganese': [{'date': '2025-12-10', 'predicted_value': 110.32143910224283, 'mse': 3409.5299061564065, 'r2': -0.12711732434922518}], 'tebuconazole': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '1-butanol': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'profenofos': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '2-propen-1-ol': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'total permethrin': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'dimethipin': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'HAA9': [{'date': '2025-12-10', 'predicted_value': -4.769669316143876, 'mse': 185.0883690280543, 'r2': -0.8625319136488758}], 'HAA6Br': [{'date': '2025-12-10', 'predicted_value': 4.245443862433049, 'mse': 61.39802522192581, 'r2': -0.9612283891709787}], 'HAA5': [{'date': '2025-12-10', 'predicted_value': -9.251015483608597, 'mse': 58.49878492674781, 'r2': -0.9754481994673874}], 'butylated hydroxyanisole': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'o-toluidine': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'quinoline': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'cylindrospermopsin': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'total microcystins': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'anatoxin-a': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'NMeFOSAA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFUnA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'lithium': [{'date': '2025-12-10', 'predicted_value': -39.86835969162394, 'mse': 88.9249000000012, 'r2': 0.0}], 'NEtFOSAA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'ADONA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '9Cl-PF3ONS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '11Cl-PF3OUdS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFHpS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFMBA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFPeA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFMPA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFEESA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'NFDHA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFPeS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '8:2 FTS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '6:2 FTS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '4:2 FTS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFTA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFDA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'HFPO-DA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFHxA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFTrDA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFDoA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFBA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}]}, 56633: {'ethoprop': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'tribufos': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'chlorpyrifos': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'alpha-hexachlorocyclohexane': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'oxyfluorfen': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '2-methoxyethanol': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'germanium': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'manganese': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'tebuconazole': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '1-butanol': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'profenofos': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '2-propen-1-ol': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'total permethrin': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'dimethipin': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'HAA9': [{'date': '2025-12-10', 'predicted_value': 0.8300308920259054, 'mse': 0.3481000000000001, 'r2': 1.0}], 'HAA6Br': [{'date': '2025-12-10', 'predicted_value': -3.262673767645719, 'mse': 0.0, 'r2': 1.0}], 'HAA5': [{'date': '2025-12-10', 'predicted_value': 0.8300308970856101, 'mse': 0.019600000000000003, 'r2': 1.0}], 'butylated hydroxyanisole': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'o-toluidine': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'quinoline': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}]}, 82520: {'PFPeS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFHpS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFTrDA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFHxS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'NEtFOSAA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFUnA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFMPA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '8:2 FTS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFPeA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'HFPO-DA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFOS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFBS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFTA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '6:2 FTS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFBA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '4:2 FTS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFOA': [{'date': '2025-12-10', 'predicted_value': 0.009075893155372411, 'mse': 3.227428805536995e-06, 'r2': 0.0}], 'PFHxA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'NMeFOSAA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFNA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '9Cl-PF3ONS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '11Cl-PF3OUdS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFMBA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFEESA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFDA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFHpA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'NFDHA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'lithium': [{'date': '2025-12-10', 'predicted_value': 15.276715331845594, 'mse': 21.46165059074268, 'r2': 0.0}], 'PFDoA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'ADONA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}]}, 98221: {'HAA9': [{'date': '2025-12-10', 'predicted_value': 32.81417621855479, 'mse': 1.9072777650874673, 'r2': 0.5551538740320776}], 'HAA5': [{'date': '2025-12-10', 'predicted_value': 30.041305722695824, 'mse': 1.5079058189164933, 'r2': 0.5381605455079652}], 'HAA6Br': [{'date': '2025-12-10', 'predicted_value': 3.426865661219008, 'mse': 0.042482757369865606, 'r2': 0.05593872511409759}], '2-methoxyethanol': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'germanium': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'dimethipin': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '2-propen-1-ol': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'butylated hydroxyanisole': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'manganese': [{'date': '2025-12-10', 'predicted_value': 11.313612861721772, 'mse': 46.34736832343395, 'r2': 1.0}], 'tribufos': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'alpha-hexachlorocyclohexane': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'ethoprop': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'chlorpyrifos': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'tebuconazole': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'o-toluidine': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'total permethrin': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '1-butanol': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'profenofos': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'quinoline': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'oxyfluorfen': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'cylindrospermopsin': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'anatoxin-a': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'total microcystins': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFEESA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'NMeFOSAA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFMBA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFOA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFUnA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'lithium': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFDoA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFHpA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'ADONA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '9Cl-PF3ONS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'NEtFOSAA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFHxA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFMPA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '11Cl-PF3OUdS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'NFDHA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFNA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFOS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFHxS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFPeA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFBS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '4:2 FTS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFHpS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '6:2 FTS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFPeS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], '8:2 FTS': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFTA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFDA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'HFPO-DA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFTrDA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}], 'PFBA': [{'date': '2025-12-10', 'predicted_value': 0.0, 'mse': 0.0, 'r2': 1.0}]}}
<Figure size 640x480 with 0 Axes>
In [ ]:
# print the top 10 zip codes and contaminants that have the highest predicted AnalyticalResultValue

def print_top_10_zipcodes_predicted_contaminants(predicted_AnalyticalResultValue):
    """Prints the top 10 zip codes with the highest predicted contaminants based on predicted AnalyticalResultValue.

    Args:
        predicted_AnalyticalValues (list): A list of tuples containing (zipcode, contaminant, predicted_AnalyticalResultValue).
    """

    # Create a dictionary to store zip codes and their highest predicted AnalyticalResultValue
    zipcode_max_AnalyticalResultValue = {}
    for zipcode, contaminant, predicted_AnalyticalResultValue, collectionDate in predicted_AnalyticalResultValue:
        if zipcode not in zipcode_max_AnalyticalResultValue or predicted_AnalyticalResultValue > zipcode_max_AnalyticalResultValue[zipcode][0]:
            zipcode_max_AnalyticalResultValue[zipcode] = (predicted_AnalyticalResultValue, contaminant, collectionDate)

    # Sort zip codes by highest predicted AnalyticalResultValue in descending order
    sorted_zipcodes = sorted(zipcode_max_AnalyticalResultValue.items(), key=lambda item: item[1][0], reverse=True)

    print("\nTop 10 Zip Codes with Highest Predicted Contaminants and AnalyticalResultValue:")
    for i, (zipcode, (predicted_AnalyticalResultValue, contaminant, collectionDate)) in enumerate(sorted_zipcodes[:10]):
        print(f"{i+1}. Zip Code: {zipcode}, Contaminant: {contaminant}, Predicted AnalyticalResultValue: {predicted_AnalyticalResultValue}, Date: {collectionDate}")


# Assuming 'df' is your DataFrame
print_top_10_zipcodes_predicted_contaminants(predicted_AnalyticalValues)
Top 10 Zip Codes with Highest Predicted Contaminants and AnalyticalResultValue:
1. Zip Code: 6339, Contaminant: chlorate, Predicted AnalyticalResultValue: 1520.1093366459436, Date: 2025-12-10
2. Zip Code: 48858, Contaminant: chlorate, Predicted AnalyticalResultValue: 375.6182636685928, Date: 2025-12-10
3. Zip Code: 35005, Contaminant: chlorate, Predicted AnalyticalResultValue: 239.9273521754575, Date: 2025-12-10
4. Zip Code: 98221, Contaminant: HAA9, Predicted AnalyticalResultValue: 32.81417621855479, Date: 2025-12-10
5. Zip Code: 82520, Contaminant: lithium, Predicted AnalyticalResultValue: 15.276715331845594, Date: 2025-12-10
6. Zip Code: 56633, Contaminant: HAA5, Predicted AnalyticalResultValue: 0.8300308970856101, Date: 2025-12-10
In [ ]:
import matplotlib.pyplot as plt

def plot_top_zipcodes_predicted_contaminants(predicted_AnalyticalResultValue, zipcode_data):

    # Sort predicted AnalyticalResultValue in descending order
    sorted_predictions = sorted(predicted_AnalyticalResultValue, key=lambda item: item[2], reverse=True)

    # Prepare data for the vertical bar graph (using sorted_predictions directly)
    top_zipcodes_contaminants = [(f"{zipcode} - {contaminant} ({predicted_date})")
                                 for zipcode, contaminant, analyticalResultValue, predicted_date in sorted_predictions[:10]]
    top_analyticalResultValues = [analyticalResultValue for zipcode, contaminant, analyticalResultValue, predicted_date in sorted_predictions[:10]]

    # Get zip codes from sorted_predictions (avoiding zipcode_max_analyticalResultValue)
    zipcodes_list = [str(zipcode) for zipcode, _, _, _ in sorted_predictions[:10]]

    # Get unique zip codes from zipcode_data
    unique_zipcodes = [str(zipcode) for zipcode, _ in zipcode_data]

    # Create the vertical bar graph
    plt.figure(figsize=(10, 6))
    plt.bar(top_zipcodes_contaminants, top_analyticalResultValues)
    plt.xlabel("Zip Code - Contaminant - Predicted Date")
    plt.ylabel("Predicted AnalyticalResultValue")

    #plt.title(f"Linear Regression:\nTop 10 Highest Predicted AnalyticalResultValue in Zip Codes: {', '.join(unique_zipcodes)}\n")
    # --- Modified title section ---
    title_text = "Linear Regression\nTop 10 Highest Predicted AnalyticalResultValue Zip Codes:\n"
    # Split unique_zipcodes into chunks of 10
    zipcodes_chunks = [unique_zipcodes[i:i + 10] for i in range(0, len(unique_zipcodes), 10)]
    # Join chunks with newlines and commas
    zipcodes_formatted = '\n'.join([', '.join(chunk) for chunk in zipcodes_chunks])
    plt.title(f"{title_text}\n{zipcodes_formatted}")
    # --- End of modified title section ---

    plt.xticks(rotation=45, ha='right')
    plt.tight_layout()
    plt.show()

# Assuming 'predicted_AnalyticalValues' is your list of tuples and 'zipcode_data' is available
plot_top_zipcodes_predicted_contaminants(predicted_AnalyticalValues, zipcode_data)  # Pass zipcode_data
In [ ]:
# prompt: print the number of zipcodes our data has, no duplicates

unique_zipcodes = df['ZIPCODE'].unique()
print(f"Number of unique zipcodes: {len(unique_zipcodes)}")
Number of unique zipcodes: 6

Prediction level heatmaps based on training data

In [ ]:
print(f"Heatmap of all predictions")
heatmap_prediction_data = pd.DataFrame(predicted_AnalyticalValues, columns=['ZIPCODE', 'Contaminant', 'PredictedValue', 'Date'])

# Merge with original DataFrame to get Latitude and Longitude
heatmap_prediction_data = pd.merge(heatmap_prediction_data, df[['ZIPCODE', 'Latitude', 'Longitude']], on='ZIPCODE', how='left')

# Select the necessary columns for the heatmap
heatmap_data = heatmap_prediction_data[['Latitude', 'Longitude', 'PredictedValue']].values.tolist()

# Create a folium map centered on the US
m = folium.Map(location=[37.8, -96.9], zoom_start=4)

# Add a heatmap layer using Latitude, Longitude, and PredictedValue
HeatMap(heatmap_data, min_opacity=0.2, radius=10, blur=10, max_zoom=1).add_to(m)

display(m)
print("\n")

# Create file name and save the map
file_name = os.path.join(output_dir, f"prediction_heatmap.html")
save_heatmap_to_file(m, file_name)
Heatmap of all predictions
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Prediction heatmaps for individual contaminants

In [ ]:
for contaminant, group_data in sorted(heatmap_prediction_data.groupby('Contaminant')):
    print(f"Generating prediction heatmap for Contaminant: {contaminant}\n")

    # Prepare data for this heatmap
    heatmap_data = group_data[['Latitude', 'Longitude', 'PredictedValue']].values.tolist()

    # Create a folium map centered on the US
    m = folium.Map(location=[37.8, -96.9], zoom_start=4)

    # Add a heatmap layer using Latitude, Longitude, and PredictedValue
    HeatMap(heatmap_data, min_opacity=0.2, radius=10, blur=10, max_zoom=1).add_to(m)

    display(m)
    print("\n")

    # Create file name and save the map
    file_name = os.path.join(output_dir, f"{contaminant}_prediction_heatmap.html")
    save_heatmap_to_file(m, file_name)

print(f"Prediction heatmaps saved to the '{output_dir}' directory.")
Generating prediction heatmap for Contaminant: 1,1-dichloroethane

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Generating prediction heatmap for Contaminant: 1,2,3-trichloropropane

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Generating prediction heatmap for Contaminant: 1,3-butadiene

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Generating prediction heatmap for Contaminant: 1,4-dioxane

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Generating prediction heatmap for Contaminant: 1-butanol

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Generating prediction heatmap for Contaminant: 11Cl-PF3OUdS

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Generating prediction heatmap for Contaminant: 17-alpha-ethynylestradiol

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Generating prediction heatmap for Contaminant: 17-beta-estradiol

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Generating prediction heatmap for Contaminant: 2-methoxyethanol

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Generating prediction heatmap for Contaminant: 2-propen-1-ol

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Generating prediction heatmap for Contaminant: 4-androstene-3,17-dione

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Generating prediction heatmap for Contaminant: 4:2 FTS

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Generating prediction heatmap for Contaminant: 6:2 FTS

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Generating prediction heatmap for Contaminant: 8:2 FTS

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Generating prediction heatmap for Contaminant: 9Cl-PF3ONS

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Generating prediction heatmap for Contaminant: ADONA

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Generating prediction heatmap for Contaminant: HAA5

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Generating prediction heatmap for Contaminant: HAA6Br

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Generating prediction heatmap for Contaminant: HAA9

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Generating prediction heatmap for Contaminant: HCFC-22

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Generating prediction heatmap for Contaminant: HFPO-DA

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Generating prediction heatmap for Contaminant: Halon 1011

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Generating prediction heatmap for Contaminant: NEtFOSAA

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Generating prediction heatmap for Contaminant: NFDHA

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Generating prediction heatmap for Contaminant: NMeFOSAA

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Generating prediction heatmap for Contaminant: PFBA

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Generating prediction heatmap for Contaminant: PFBS

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Generating prediction heatmap for Contaminant: PFDA

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Generating prediction heatmap for Contaminant: PFDoA

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Generating prediction heatmap for Contaminant: PFEESA

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Generating prediction heatmap for Contaminant: PFHpA

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Generating prediction heatmap for Contaminant: PFHpS

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Generating prediction heatmap for Contaminant: PFHxA

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Generating prediction heatmap for Contaminant: PFHxS

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Generating prediction heatmap for Contaminant: PFMBA

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Generating prediction heatmap for Contaminant: PFMPA

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Generating prediction heatmap for Contaminant: PFNA

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Generating prediction heatmap for Contaminant: PFOA

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Generating prediction heatmap for Contaminant: PFOS

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Generating prediction heatmap for Contaminant: PFPeA

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Generating prediction heatmap for Contaminant: PFPeS

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Generating prediction heatmap for Contaminant: PFTA

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Generating prediction heatmap for Contaminant: PFTrDA

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Generating prediction heatmap for Contaminant: PFUnA

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Generating prediction heatmap for Contaminant: alpha-hexachlorocyclohexane

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Generating prediction heatmap for Contaminant: anatoxin-a

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Generating prediction heatmap for Contaminant: bromomethane

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Generating prediction heatmap for Contaminant: butylated hydroxyanisole

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Generating prediction heatmap for Contaminant: chlorate

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Generating prediction heatmap for Contaminant: chloromethane

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Generating prediction heatmap for Contaminant: chlorpyrifos

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Generating prediction heatmap for Contaminant: chromium

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Generating prediction heatmap for Contaminant: chromium-6

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Generating prediction heatmap for Contaminant: cobalt

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Generating prediction heatmap for Contaminant: cylindrospermopsin

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Generating prediction heatmap for Contaminant: dimethipin

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Generating prediction heatmap for Contaminant: equilin

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Generating prediction heatmap for Contaminant: estriol

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Generating prediction heatmap for Contaminant: estrone

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Generating prediction heatmap for Contaminant: ethoprop

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Generating prediction heatmap for Contaminant: germanium

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Generating prediction heatmap for Contaminant: lithium

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Generating prediction heatmap for Contaminant: manganese

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Generating prediction heatmap for Contaminant: molybdenum

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Generating prediction heatmap for Contaminant: n-propylbenzene

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Generating prediction heatmap for Contaminant: o-toluidine

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Generating prediction heatmap for Contaminant: oxyfluorfen

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Generating prediction heatmap for Contaminant: profenofos

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Generating prediction heatmap for Contaminant: quinoline

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Generating prediction heatmap for Contaminant: sec-butylbenzene

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Generating prediction heatmap for Contaminant: strontium

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Generating prediction heatmap for Contaminant: tebuconazole

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Generating prediction heatmap for Contaminant: tellurium

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Generating prediction heatmap for Contaminant: testosterone

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Generating prediction heatmap for Contaminant: total microcystins

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Generating prediction heatmap for Contaminant: total permethrin

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Generating prediction heatmap for Contaminant: tribufos

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Generating prediction heatmap for Contaminant: vanadium

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Prediction heatmaps saved to the 'output_heatmaps' directory.
In [ ]:
shutil.make_archive('prediction_heatmaps', 'zip', 'output_heatmaps')
files.download('prediction_heatmaps.zip')